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https://paperswithcode.com/method/filter-response-normalization
|
Filter Response Normalization
|
Filter Response Normalization
|
**Filter Response Normalization (FRN)** is a type of normalization that combines normalization and an activation function, which can be used as a replacement for other normalizations and activations. It operates on each activation channel of each batch element independently, eliminating the dependency on other batch elements.
To demonstrate, assume we are dealing with the feed-forward convolutional neural network. We follow the usual convention that the filter responses (activation maps) produced after a [convolution](https://paperswithcode.com/method/convolution) operation are a [4D ](https://paperswithcode.com/method/4d-a)tensor $X$ with shape $[B, W, H, C]$, where $B$ is the mini-batch size, $W, H$ are the spatial extents of the map, and $C$ is the number of filters used in convolution. $C$ is also referred to as output channels. Let $x = X_{b,:,:,c} \in \mathcal{R}^{N}$, where $N = W \times H$, be the vector of filter responses for the $c^{th}$ filter for the $b^{th}$ batch point.
Let $\nu^2 = \sum\_i x_i^2/N$, be the mean squared norm of $x$.
Then Filter Response Normalization is defined as the following:
$$
\hat{x} = \frac{x}{\sqrt{\nu^2 + \epsilon}},
$$
where $\epsilon$ is a small positive constant to prevent division by zero.
A lack of mean centering in FRN can lead to activations having an arbitrary bias away from zero. Such a bias in conjunction with [ReLU](https://paperswithcode.com/method/relu) can have a detrimental effect on learning and lead to poor performance and dead units. To address this the authors augment ReLU with a learned threshold $\tau$ to yield:
$$
z = \max(y, \tau)
$$
Since $\max(y, \tau){=}\max(y-\tau,0){+}\tau{=}\text{ReLU}{(y{-}\tau)}{+}\tau$, the effect of this activation is the same as having a shared bias before and after ReLU.
|
{
"title": "Filter Response Normalization Layer: Eliminating Batch Dependence in the Training of Deep Neural Networks",
"url": "https://paperswithcode.com/paper/filter-response-normalization-layer"
}
| 2,000 |
https://arxiv.org/abs/1911.09737v2
|
Filter Response Normalization Layer: Eliminating Batch Dependence in the Training of Deep Neural Networks
|
https://github.com/gupta-abhay/pytorch-frn/blob/cc86a984fcbae61431ed41f37695e78f5e4b196e/frn.py#L9
| 2 |
[
{
"area": "General",
"area_id": "general",
"collection": "Normalization"
}
] |
https://paperswithcode.com/method/ga
|
GA
|
Genetic Algorithms
|
Genetic Algorithms are search algorithms that mimic Darwinian biological evolution in order to select and propagate better solutions.
|
{
"title": "Genetic Algorithms and the Traveling Salesman Problem a historical Review",
"url": "https://paperswithcode.com/paper/genetic-algorithms-and-the-traveling-salesman"
}
| 2,000 |
http://arxiv.org/abs/1901.05737v1
|
Genetic Algorithms and the Traveling Salesman Problem a historical Review
| 259 |
[
{
"area": "Reinforcement Learning",
"area_id": "reinforcement-learning",
"collection": "Heuristic Search Algorithms"
}
] |
|
https://paperswithcode.com/method/inception-resnet-v2-c
|
Inception-ResNet-v2-C
|
Inception-ResNet-v2-C
|
**Inception-ResNet-v2-C** is an image model block for an 8 x 8 grid used in the [Inception-ResNet-v2](https://paperswithcode.com/method/inception-resnet-v2) architecture. It largely follows the idea of Inception modules - and grouped convolutions - but also includes residual connections.
|
{
"title": "Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning",
"url": "https://paperswithcode.com/paper/inception-v4-inception-resnet-and-the-impact"
}
| 2,000 |
http://arxiv.org/abs/1602.07261v2
|
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning
|
https://github.com/tensorflow/models/blob/e54fcee236a1258302342bd703ee27cbba0c12e3/research/slim/nets/inception_resnet_v2.py#L84
| 18 |
[
{
"area": "General",
"area_id": "general",
"collection": "Skip Connection Blocks"
},
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Image Model Blocks"
}
] |
https://paperswithcode.com/method/how-do-i-contact-holland-america-booking
|
How do I contact holland america booking number??
|
How do I contact holland america booking number??
|
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Mariner Society 44-289-708-0062
Accessibility & Accessible Cruising
Media Relations
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Customer Support
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Call 1-855-732-4023.
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Here's a breakdown of how to contact Holland America Line for refunds:
1. By Phone:
North America: 1-855-732-4023
Europe: 44289 708 0062
To get a refund for a Holland America cruise, you'll need to contact their customer support. For bookings made in the US, you can call them at 1-855-732-4023 or 44-289-708-0062 (toll-free). You can also submit a written cancellation request via email or post, depending on your booking location.
Here's a breakdown of how to get a refund:
1. Determine the Correct Contact:
For general reservation assistance (including cancellations and refunds), call 44-289-708-0062.
For media inquiries, contact 1-855-732-4023.
For past cruise issues or lost items, contact Guest Relations via email at guestrelations@hollandamerica.com.
For gift orders and dining inquiries, contact 1-855-732-4023.
|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/tabtransformer
|
TabTransformer
|
TabTransformer
|
**TabTransformer** is a deep tabular data modeling architecture for supervised and semi-supervised learning. The TabTransformer is built upon self-attention based Transformers. The Transformer layers transform the embeddings of categorical features into robust contextual embeddings to achieve higher prediction accuracy.
As an overview, the architecture comprises a column embedding layer, a stack of $N$ [Transformer](/method/transformer) layers, and a multi-layer perceptron (MLP). The contextual embeddings (outputted by the Transformer layer) are concatenated along with continuous features which is inputted to an MLP. The loss function is then minimized to learn all the parameters in an end-to-end learning.
|
{
"title": "TabTransformer: Tabular Data Modeling Using Contextual Embeddings",
"url": "https://paperswithcode.com/paper/tabtransformer-tabular-data-modeling-using"
}
| 2,000 |
https://arxiv.org/abs/2012.06678v1
|
TabTransformer: Tabular Data Modeling Using Contextual Embeddings
| 9 |
[
{
"area": "General",
"area_id": "general",
"collection": "Deep Tabular Learning"
}
] |
|
https://paperswithcode.com/method/how-do-i-contact-celebrity-cruise-line-by
|
How do I contact Celebrity Cruise Line by phone?
|
How do I contact Celebrity Cruise Line by phone?
|
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/refund-now-how-do-i-get-a-refund-from-expedia
|
[@refund-Now]How do I get a refund from Expedia?
|
[@refund-Now]How do I get a refund from Expedia?
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|
{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 0 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/faqs-public-how-do-i-escalate-an-issue-on
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[[FAQs-PUBLic]]How do I escalate an issue on Expedia?
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/online-assistance-ask-how-do-i-ask-a-question
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[Online~Assistance~Ask]How do I ask a question on Expedia?
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/aff-does-latam-have-free-cancellation
|
AFF-Does Latam have free cancellation?
|
AFF-Does Latam have free cancellation?
|
Latam offers 24-hour free cancellation. Latam Airlines offers free cancellation within 24 hours by calling their Customer Support team at + 𝟭-𝟴𝟬𝟭-𝟴𝟱𝟱-𝟱𝟵𝟬𝟱.(USA) or + 𝟭-𝟴𝟬𝟭-𝟴𝟱𝟱-𝟱𝟵𝟬𝟱.(UK) for flights booked at least 48 hours before departure.
|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/way-to-customer-holland-america-cancellation
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Way to customer holland america cancellation policy??
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/danet
|
DANet
|
Dual Attention Network
|
In the field of scene segmentation,
encoder-decoder structures cannot make use of the global relationships
between objects, whereas RNN-based structures
heavily rely on the output of the long-term memorization.
To address the above problems,
Fu et al. proposed a novel framework,
the dual attention network (DANet),
for natural scene image segmentation.
Unlike CBAM and BAM, it adopts a self-attention mechanism
instead of simply stacking convolutions to compute the spatial attention map,
which enables the network to capture global information directly.
DANet uses in parallel a position attention module and a channel attention module to capture feature dependencies in spatial and channel domains. Given the input feature map $X$, convolution layers are applied first in the position attention module to obtain new feature maps. Then the position attention module selectively aggregates the features at each position using a weighted sum of features at all positions, where the weights are determined by feature similarity between corresponding pairs of positions. The channel attention module has a similar form except for dimensional reduction to model cross-channel relations. Finally the outputs from the two branches are fused to obtain final feature representations. For simplicity, we reshape the feature map $X$ to $C\times (H \times W)$ whereupon the overall process can be written as
\begin{align}
Q,\quad K,\quad V &= W_qX,\quad W_kX,\quad W_vX
\end{align}
\begin{align}
Y^\text{pos} &= X+ V\text{Softmax}(Q^TK)
\end{align}
\begin{align}
Y^\text{chn} &= X+ \text{Softmax}(XX^T)X
\end{align}
\begin{align}
Y &= Y^\text{pos} + Y^\text{chn}
\end{align}
where $W_q$, $W_k$, $W_v \in \mathbb{R}^{C\times C}$ are used to generate new feature maps.
The position attention module enables
DANet to capture long-range contextual information
and adaptively integrate similar features at any scale
from a global viewpoint,
while the channel attention module is responsible for
enhancing useful channels
as well as suppressing noise.
Taking spatial and channel
relationships into consideration explicitly
improves the feature representation for scene segmentation.
However, it is computationally costly, especially for large input feature maps.
|
{
"title": "Dual Attention Network for Scene Segmentation",
"url": "https://paperswithcode.com/paper/dual-attention-network-for-scene-segmentation"
}
| 2,000 |
http://arxiv.org/abs/1809.02983v4
|
Dual Attention Network for Scene Segmentation
| 10 |
[
{
"area": "General",
"area_id": "general",
"collection": "Attention Mechanisms"
}
] |
|
https://paperswithcode.com/method/comment-puis-je-annuler-mon-vol-etihad
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{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/usae-what-is-the-24-hour-rule-with-lufthansa
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USAe]what is the 24-hour rule with lufthansa
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USAe]what is the 24-hour rule with lufthansa
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/can-you-get-your-deposit-back-on-a-celebrity-2
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/codeslam
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CodeSLAM
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CodeSLAM
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CodeSLAM represents the 3D geometry of a scene using the latent space of a variational autoencoder. The depth thus becomes a function of the RGB image and the unknown code, $D = G_\theta(I,c)$. During training time, the weights of the network $G_\theta$ are learnt by training the generator and encoder using a standard autoencoding task. At test time the code $c$ and the pose of the images is found by optimizing the reprojection error over multiple images.
|
{
"title": "CodeSLAM - Learning a Compact, Optimisable Representation for Dense Visual SLAM",
"url": "https://paperswithcode.com/paper/codeslam-learning-a-compact-optimisable"
}
| 2,000 |
http://arxiv.org/abs/1804.00874v2
|
CodeSLAM - Learning a Compact, Optimisable Representation for Dense Visual SLAM
| 2 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Reconstruction"
}
] |
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/25-cunard-cruise-r-usa-contact-numbers
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25 Cunard Cruise®️ USA Contact Numbers: Verified Support Numbers 2025
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25 Cunard Cruise®️ USA Contact Numbers: Verified Support Numbers 2025
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{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/experts-guide-can-i-book-a-flight-over-the
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/tm-call-support-tm-how-far-in-advance-can-you
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/mixnet
|
MixNet
|
MixNet
|
**MixNet** is a type of convolutional neural network discovered via AutoML that utilises MixConvs instead of regular depthwise convolutions.
|
{
"title": "MixConv: Mixed Depthwise Convolutional Kernels",
"url": "https://paperswithcode.com/paper/mixnet-mixed-depthwise-convolutional-kernels"
}
| 2,000 |
https://arxiv.org/abs/1907.09595v3
|
MixConv: Mixed Depthwise Convolutional Kernels
|
https://github.com/osmr/imgclsmob/blob/c03fa67de3c9e454e9b6d35fe9cbb6b15c28fda7/pytorch/pytorchcv/models/mixnet.py#L344
| 12 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Light-weight neural networks"
},
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Convolutional Neural Networks"
}
] |
https://paperswithcode.com/method/cpn
|
CPN
|
Contour Proposal Network
|
The Contour Proposal Network (CPN) detects possibly overlapping objects in an image while simultaneously fitting pixel-precise closed object contours. The CPN can incorporate state of the art object detection architectures as backbone networks into a fast single-stage instance segmentation model that can be trained end-to-end.
|
{
"title": "Contour Proposal Networks for Biomedical Instance Segmentation",
"url": "https://paperswithcode.com/paper/contour-proposal-networks-for-biomedical"
}
| 2,000 |
https://arxiv.org/abs/2104.03393v1
|
Contour Proposal Networks for Biomedical Instance Segmentation
|
https://github.com/FZJ-INM1-BDA/celldetection
| 14 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "One-Stage Object Detection Models"
},
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Instance Segmentation Models"
},
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Object Detection Models"
}
] |
https://paperswithcode.com/method/awd-lstm
|
AWD-LSTM
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ASGD Weight-Dropped LSTM
|
**ASGD Weight-Dropped LSTM**, or **AWD-LSTM**, is a type of recurrent neural network that employs [DropConnect](https://paperswithcode.com/method/dropconnect) for regularization, as well as [NT-ASGD](https://paperswithcode.com/method/nt-asgd) for optimization - non-monotonically triggered averaged [SGD](https://paperswithcode.com/method/sgd) - which returns an average of last iterations of weights. Additional regularization techniques employed include variable length backpropagation sequences, [variational dropout](https://paperswithcode.com/method/variational-dropout), [embedding dropout](https://paperswithcode.com/method/embedding-dropout), [weight tying](https://paperswithcode.com/method/weight-tying), independent embedding/hidden size, [activation regularization](https://paperswithcode.com/method/activation-regularization) and [temporal activation regularization](https://paperswithcode.com/method/temporal-activation-regularization).
|
{
"title": "Regularizing and Optimizing LSTM Language Models",
"url": "https://paperswithcode.com/paper/regularizing-and-optimizing-lstm-language"
}
| 2,000 |
http://arxiv.org/abs/1708.02182v1
|
Regularizing and Optimizing LSTM Language Models
| null | 52 |
[
{
"area": "Sequential",
"area_id": "sequential",
"collection": "Recurrent Neural Networks"
}
] |
https://paperswithcode.com/method/pwil
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PWIL
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Primal Wasserstein Imitation Learning
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**Primal Wasserstein Imitation Learning**, or **PWIL**, is a method for imitation learning which ties to the primal form of the Wasserstein distance between the expert and the agent state-action distributions. The reward function is derived offline, as opposed to recent adversarial IL algorithms that learn a reward function through interactions with the environment, and requires little fine-tuning.
|
{
"title": "Primal Wasserstein Imitation Learning",
"url": "https://paperswithcode.com/paper/primal-wasserstein-imitation-learning"
}
| 2,000 |
https://arxiv.org/abs/2006.04678v2
|
Primal Wasserstein Imitation Learning
| null | 3 |
[
{
"area": "Reinforcement Learning",
"area_id": "reinforcement-learning",
"collection": "Imitation Learning Methods"
}
] |
https://paperswithcode.com/method/how-to-cancel-a-celebrity-cruise-without-2
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How to cancel a Celebrity cruise without penalty
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How to cancel a Celebrity cruise without penalty
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/way-to-customer-holland-america-cruise-refund
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/how-to-reach-celebrity-cruises
|
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/experts-guide-what-is-the-cheapest-day-to-fly-1
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/faqs-public-how-to-resolve-a-dispute-with
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/faqs-copa-does-copa-give-senior-discounts
|
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/contact-by-phone-can-you-wear-jeans-on
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/cpvt
|
CPVT
|
Conditional Position Encoding Vision Transformer
|
**CPVT**, or **Conditional Position Encoding Vision Transformer**, is a type of [vision transformer](https://paperswithcode.com/methods/category/vision-transformer) which utilizes [conditional positional encoding](https://paperswithcode.com/method/conditional-positional-encoding). Other than the new encodings, it follows the same architecture of [ViT](https://paperswithcode.com/method/vision-transformer) and [DeiT](https://paperswithcode.com/method/deit).
|
{
"title": "Conditional Positional Encodings for Vision Transformers",
"url": "https://paperswithcode.com/paper/do-we-really-need-explicit-position-encodings"
}
| 2,000 |
https://arxiv.org/abs/2102.10882v3
|
Conditional Positional Encodings for Vision Transformers
| 2 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Vision Transformers"
}
] |
|
https://paperswithcode.com/method/large-scale-spectral-clustering
|
Large-scale spectral clustering
|
Large-scale spectral clustering
|
# [Spectral Clustering](https://paperswithcode.com/method/spectral-clustering)
Spectral clustering aims to partition the data points into $k$ clusters using the spectrum of the graph Laplacians
Given a dataset $X$ with $N$ data points, spectral clustering algorithm first constructs similarity matrix ${W}$, where ${w_{ij}}$ indicates the similarity between data points $x_i$ and $x_j$ via a similarity measure metric.
Let $L=D-W$, where $L$ is called graph Laplacian and ${D}$ is a diagonal matrix with $d_{ii} = \sum_ {j=1}^n w_{ij}$.
The objective function of spectral clustering can be formulated based on the graph Laplacian as follow:
\begin{equation}
\label{eq:SC_obj}
{\max_{{U}} \operatorname{tr}\left({U}^{T} {L} {U}\right)}, \\ {\text { s.t. } \quad {U}^{T} {{U}={I}}},
\end{equation}
where $\operatorname{tr(\cdot)}$ denotes the trace norm of a matrix.
The rows of matrix ${U}$ are the low dimensional embedding of the original data points.
Generally, spectral clustering computes ${U}$ as the bottom $k$ eigenvectors of ${L}$, and finally applies $k$-means on ${U}$ to obtain the clustering results.
# Large-scale Spectral Clustering
To capture the relationship between all data points in $X$, an $N\times N$ similarity matrix is needed to be constructed in conventional spectral clustering, which costs $O(N^2d)$ time and $O(N^2)$ memory and is not feasible for large-scale clustering tasks.
Instead of a full similarity matrix, many accelerated spectral clustering methods are using a similarity sub-matrix to represent each data points by the cross-similarity between data points and a set of representative data points (i.e., landmarks) via some similarity measures, as
\begin{equation}
\label{eq: cross-similarity}
B = \Phi(X,R),
\end{equation}
where $R = \{r_1,r_2,\dots, r_p \}$ ($p \ll N$) is a set of landmarks with the same dimension to $X$, $\Phi(\cdot)$ indicate a similarity measure metric, and $B\in \mathbb{R}^{N\times p}$ is the similarity sub-matrix to represent the $X \in \mathbb{R}^{N\times d}$ with respect to the $R\in \mathbb{R}^{p\times d}$.
For large-scale spectral clustering using such similarity matrix,
a symmetric similarity matrix $W$ can be designed as
\begin{equation}
\label{eq: WusedB }
W=\left[\begin{array}{ll}
\mathbf{0} & B ; \\
B^{T} & \mathbf{0}
\end{array}\right].
\end{equation}
The size of matrix $W$ is $(N+p)\times (N+p)$.
Taking the advantage of the bipartite structure, some fast eigen-decomposition methods can then be used to obtain the spectral embedding.
Finally, $k$-means is conducted on the embedding to obtain clustering results.
The clustering result is directly related to the quality of $B$ that consists of the similarities between data points and landmarks.
Thus, the performance of landmark selection is crucial to the clustering result.
|
{
"title": "Divide-and-conquer based Large-Scale Spectral Clustering",
"url": "https://paperswithcode.com/paper/divide-and-conquer-based-large-scale-spectral"
}
| 2,000 |
https://www.researchgate.net/publication/351270623_Divide-and-conquer_based_Large-Scale_Spectral_Clustering
|
Divide-and-conquer based Large-Scale Spectral Clustering
| 5 |
[
{
"area": "General",
"area_id": "general",
"collection": "Clustering"
}
] |
|
https://paperswithcode.com/method/projection-discriminator
|
Projection Discriminator
|
Projection Discriminator
|
A **Projection Discriminator** is a type of discriminator for generative adversarial networks. It is motivated by a probabilistic model in which the distribution of the conditional variable $\textbf{y}$ given $\textbf{x}$ is discrete or uni-modal continuous distributions.
If we look at the original solution for the loss function $\mathcal{L}\_{D}$ in the vanilla GANs, we can decompose it into the sum of two log-likelihood ratios:
$$ f^{*}\left(\mathbf{x}, \mathbf{y}\right) = \log\frac{q\left(\mathbf{x}\mid{\mathbf{y}}\right)q\left(\mathbf{y}\right)}{p\left(\mathbf{x}\mid{\mathbf{y}}\right)p\left(\mathbf{y}\right)} = \log\frac{q\left(\mathbf{y}\mid{\mathbf{x}}\right)}{p\left(\mathbf{y}\mid{\mathbf{x}}\right)} + \log\frac{q\left(\mathbf{x}\right)}{p\left(\mathbf{x}\right)} = r\left(\mathbf{y\mid{x}}\right) + r\left(\mathbf{x}\right) $$
We can model the log likelihood ratio $r\left(\mathbf{y\mid{x}}\right)$ and $r\left(\mathbf{x}\right)$ by some parametric functions $f\_{1}$ and $f\_{2}$ respectively. If we make a standing assumption that $p\left(y\mid{x}\right)$ and $q\left(y\mid{x}\right)$ are simple distributions like those that are Gaussian or discrete log linear on the feature space, then the parametrization of the following form becomes natural:
$$ f\left(\mathbf{x}, \mathbf{y}; \theta\right) = f\_{1}\left(\mathbf{x}, \mathbf{y}; \theta\right) + f\_{2}\left(\mathbf{x}; \theta\right) = \mathbf{y}^{T}V\phi\left(\mathbf{x}; \theta\_{\phi}\right) + \psi\left(\phi(\mathbf{x}; \theta\_{\phi}); \theta\_{\psi}\right) $$
where $V$ is the embedding matrix of $y$, $\phi\left(·, \theta\_{\phi}\right)$ is a vector output function of $x$, and $\psi\left(·, \theta\_{\psi}\right)$ is a scalar function of the same $\phi\left(\mathbf{x}; \theta\_{\phi}\right)$ that appears in $f\_{1}$. The learned parameters $\theta = ${$V, \theta\_{\phi}, \theta\_{\psi}$} are trained to optimize the adversarial loss. This model of the discriminator is the projection.
|
{
"title": "cGANs with Projection Discriminator",
"url": "https://paperswithcode.com/paper/cgans-with-projection-discriminator"
}
| 2,000 |
http://arxiv.org/abs/1802.05637v2
|
cGANs with Projection Discriminator
|
https://github.com/pfnet-research/sngan_projection/blob/3ff93ef5f294c3b48c6b2cbc9b0033ee7a103621/dis_models/snresnet_32.py#L8
| 135 |
[
{
"area": "General",
"area_id": "general",
"collection": "Discriminators"
}
] |
https://paperswithcode.com/method/can-i-bring-wine-on-a-celebrity-cruise
|
Can I bring wine on a celebrity cruise?
|
Can I bring wine on a celebrity cruise?
|
Yes 1-855-732-4023 or 1-808-900-8011, Celebrity Cruises is generally considered a premium or upscale cruise line. While not a true luxury line 1-855-732-4023 or 1-808-900-8011, Celebrity offers a step up from mass-market cruise lines with a focus on stylish design, elevated dining experiences, and enhanced service.
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If you are outside the US, Canada, and UK, you can call +1-855-732-4023/+1-808-900-8011 or UK-44-808-900-8011.
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Generally 1-855-732-4023 or 1-808-900-8011, whether you can get a full refund for canceling a cruise depends on the cruise line's cancellation policy and the timing of your cancellation. Most cruise lines offer a full refund if you cancel within a specific timeframe 1-855-732-4023 or 1-808-900-8011, often 90 to 120 days before the sailing date, but cancellation fees typically apply closer to the departure date.
|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/experts-guide-can-we-use-whatsapp-in-qatar
|
[Experts~Guide]Can we use WhatsApp in Qatar airport?
|
[Experts~Guide]Can we use WhatsApp in Qatar airport?
|
Yes, you can use WhatsApp at Qatar Airport at 📞 ☎️+1-801-(855)-(5905)or +1-804-853-9001✅🎟️✔️. long as you have access to Wi-Fi or mobile data. Qatar’s Hamad International Airport provides free Wi-Fi, allowing you to send messages, make calls, and use WhatsApp features. If you need further assistance, contact customer support at 📞 ☎️+1-801-(855)-(5905)or +1-804-853-9001✅🎟️✔️. Always ensure your internet connection is active for smooth WhatsApp usage.
|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/copa-airlines-como-puedo-cambiar-mi-tiquete
|
[[Copa Airlines]]¿Cómo puedo cambiar mi tiquete de Copa Airlines?
|
[[Copa Airlines]]¿Cómo puedo cambiar mi tiquete de Copa Airlines?
|
Para hablar con una persona viva en Copa Airlines, puedes llamar a su servicio de atención al cliente. En México, puedes marcar el +𝟙-𝟠𝟘𝟠-𝟜𝟟𝟘-𝟟𝟙𝟘𝟟 o +𝟙-𝟠𝟘𝟠-𝟜𝟟𝟘-𝟟𝟙𝟘𝟟. También puedes contactarlos a través de su sitio web, redes sociales, o en persona en sus oficinas de atención al cliente en el aeropuerto. Para hablar con una persona de Copa Airlines, puede comunicarse al +1↝808↝𝟜 𝟟𝟘↝71𝟘 7 (USA) o +1↝808↝𝟜 𝟟𝟘↝71𝟘 7 (México). Una opción rápida es el chat en vivo en su sitio web oficial, donde recibirá asistencia en tiempo real. Para cambiar tu boleto de Copa Airlines, puedes gestionarlo a través de su página web, llamando a su centro de llamadas, o visitando un mostrador en el +1↝808↝𝟜 𝟟𝟘↝71𝟘 7 aeropuerto. Si compraste el boleto a través de una agencia de viajes, debes contactarlos directamente.
|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/faqs-process-what-has-happened-to-azamara
|
[[FAQs-Process]] What has happened to Azamara?
|
[[FAQs-Process]] What has happened to Azamara?
|
Royal Caribbean sold Azamara to Sycamore Partners during the pandemic shutdown and cruisers who'd tried it contacted me saying the line was nothing like it had had been, and it was rapidly going downhill +1-855-732-4023 (USA) or 44-289-708-0062 (UK).
Azamara was sold to Sycamore Partners, a private equity group that quickly announced it had purchased Pacific Princess from Princess Cruises and would be adding the ship to the Azamara fleet +1-855-732-4023 (USA) or 44-289-708-0062 (UK). Pacific Princess, now renamed Azamara Onward, also is a former R-class ship.
|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/vdo-slam
|
VDO-SLAM
|
VDO-SLAM
|
**VDO-SLAM** is a feature-based stereo/RGB-D dynamic SLAM system that leverages image-based semantic information to simultaneously localise the robot, map the static and dynamic structure, and track motions of rigid objects in the scene. Input images are first pre-processed to generate instance-level object segmentation and dense optical flow. These are then used to track features on static background structure and dynamic objects. Camera poses and object motions estimated from feature tracks are then refined in a global batch optimisation, and a local map is maintained and updated with every new frame.
|
{
"title": "VDO-SLAM: A Visual Dynamic Object-aware SLAM System",
"url": "https://paperswithcode.com/paper/vdo-slam-a-visual-dynamic-object-aware-slam"
}
| 2,000 |
https://arxiv.org/abs/2005.11052v3
|
VDO-SLAM: A Visual Dynamic Object-aware SLAM System
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "SLAM Methods"
}
] |
https://paperswithcode.com/method/mei
|
MEI
|
Multi-partition Embedding Interaction
|
**MEI** introduces the *multi-partition embedding interaction* technique with block term tensor format to systematically address the efficiency--expressiveness trade-off in knowledge graph embedding. It divides the embedding vector into multiple partitions and learns the local interaction patterns from data instead of using fixed special patterns as in ComplEx or SimplE models. This enables MEI to achieve optimal efficiency--expressiveness trade-off, not just being fully expressive. Previous methods such as TuckER, RESCAL, DistMult, ComplEx, and SimplE are suboptimal restricted special cases of MEI.
|
{
"title": "Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion",
"url": "https://paperswithcode.com/paper/multi-partition-embedding-interaction-with"
}
| 2,000 |
https://arxiv.org/abs/2006.16365v2
|
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion
|
https://github.com/tranhungnghiep/MEI-KGE
| 14 |
[
{
"area": "Graphs",
"area_id": "graphs",
"collection": "Graph Representation Learning"
},
{
"area": "Graphs",
"area_id": "graphs",
"collection": "Graph Embeddings"
}
] |
https://paperswithcode.com/method/soft-nms
|
Soft-NMS
|
Soft-NMS
|
Non-maximum suppression is an integral part of the object detection pipeline. First, it sorts all detection boxes on the basis of their scores. The detection box $M$ with the maximum score is selected and all other detection boxes with a significant overlap (using a pre-defined threshold)
with $M$ are suppressed. This process is recursively applied on the remaining boxes. As per the design of the algorithm, if an object lies within the predefined overlap threshold, it leads to a miss.
**Soft-NMS** solves this problem by decaying the detection scores of all other objects as a continuous function of their overlap with M. Hence, no object is eliminated in this process.
|
{
"title": "Soft-NMS -- Improving Object Detection With One Line of Code",
"url": "https://paperswithcode.com/paper/soft-nms-improving-object-detection-with-one"
}
| 2,000 |
http://arxiv.org/abs/1704.04503v2
|
Soft-NMS -- Improving Object Detection With One Line of Code
| null | 22 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Proposal Filtering"
}
] |
https://paperswithcode.com/method/aa-how-do-i-get-american-airlines-to-respond
|
AA-How do I get American Airlines to respond?
|
AA-How do I get American Airlines to respond?
|
To get a response from American Airlines, you can call their customer service line at + 1-(801)-855-(5905)..(US)., contact them via their customer relations form, send an email, or use social media platforms like Twitter. For faster assistance, calling or using the online form is generally recommended.
|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/faqs-proper-how-do-i-get-to-an-agent-on
|
[FAqs-Proper]How do I get to an agent on Expedia?
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[FAqs-Proper]How do I get to an agent on Expedia?
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|
{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/26-azamara-cruise-r-usa-contact-numbers
|
26 Azamara Cruise®️ USA Contact Numbers: Verified Support Numbers 2025
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26 Azamara Cruise®️ USA Contact Numbers: Verified Support Numbers 2025
|
Azamara Cruise Cancellation Policy: Best Guide to Cancel & Get Refund – Call +1-855-732-4023 Now
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/official-call-como-llamar-a-united-airlines
|
{Official Call}¿Cómo llamar a United Airlines desde Chile?
|
{Official Call}¿Cómo llamar a United Airlines desde Chile?
|
Si llamas desde fuera de Chile, utiliza el +1-808-470-7107 o al +1-808-470-7107. El equipo de United está listo para ayudarte con cualquier consulta. Para más información y horarios actualizados, visita la página oficial de United Airlines o llama al +1-808-470-7107 o al +1-808-470-7107 hoy mismo.
|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/faqs-public-how-do-i-complain-to-expedia
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[[FAQs-PUBLic]]How do I complain to Expedia?
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[[FAQs-PUBLic]]How do I complain to Expedia?
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What is the 24 hour policy Expedia?
Expedia's 24-hour policy primarily applies to flights. For most flights booked through Expedia, you can cancel for a full refund within 24 hours of booking, provided your departure is at least two days away.
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/faqs-cancellation-how-do-i-cancel-my-azamara
|
[[FAQS-Cancellation]] How do I cancel my Azamara cruise?
|
[[FAQS-Cancellation]] How do I cancel my Azamara cruise?
|
74–61 days before sailing: 25% of your total fare is forfeited 1-855-732-4023 (USA) or 44-289-708-0062 (UK) based on standard policy. 60–31 days prior: 50% of the cruise fare is charged as a penalty 1-855-732-4023 (USA) or 44-289-708-0062 (UK) so the refund is half. 30–15 days before departure: You lose 75% of the paid fare 1-855-732-4023 (USA) or 44-289-708-0062 (UK) if you cancel now.
|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/gsop-net
|
GSoP-Net
|
Global second-order pooling convolutional networks
|
A Gsop block has a squeeze module and an excitation module, and uses a second-order pooling to model high-order statistics while gathering global information.
In the squeeze module, a GSoP block firstly reduces the number of channels from $c$ to $c'$ ($c' < c$) using a $1 \times 1$ convolution, then computes a $c' \times c'$ covariance matrix for the different channels to obtain their correlation. Next, row-wise normalization is performed on the covariance matrix. Each $(i, j)$ in the normalized covariance matrix explicitly relates channel $i$ to channel $j$.
In the excitation module, a GSoP block performs row-wise convolution to maintain structural information and output a vector. Then a fully-connected layer and a sigmoid function are applied to get a $c$-dimensional attention vector. Finally, it multiplies the input features by the attention vector, as in an SE block. A GSoP block can be formulated as:
\begin{align}
s = F_\text{gsop}(X, \theta) & = \sigma (W \text{RC}(\text{Cov}(\text{Conv}(X))))
\end{align}
\begin{align}
Y & = s X
\end{align}
Here, $\text{Conv}(\cdot)$ reduces the number of channels,
$\text{Cov}(\cdot)$ computes the covariance matrix and
$\text{RC}(\cdot)$ means row-wise convolution.
|
{
"title": "Global Second-order Pooling Convolutional Networks",
"url": "https://paperswithcode.com/paper/global-second-order-pooling-convolutional"
}
| 2,000 |
http://arxiv.org/abs/1811.12006v2
|
Global Second-order Pooling Convolutional Networks
| 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "Attention Mechanisms"
}
] |
|
https://paperswithcode.com/method/discrete-cosine-transform
|
Discrete Cosine Transform
|
Discrete Cosine Transform
|
**Discrete Cosine Transform (DCT)** is an orthogonal transformation method that decomposes an
image to its spatial frequency spectrum. It expresses a finite sequence of data points in terms of a sum of cosine functions oscillating at different frequencies. It is used a lot in compression tasks, e..g image compression where for example high-frequency components can be discarded. It is a type of Fourier-related Transform, similar to discrete fourier transforms (DFTs), but only using real numbers.
Image Credit: [Wikipedia](https://en.wikipedia.org/wiki/Discrete_cosine_transform#/media/File:Example_dft_dct.svg)
| null | 2,000 | null | null | null | 212 |
[
{
"area": "General",
"area_id": "general",
"collection": "Fourier-related Transforms"
}
] |
https://paperswithcode.com/method/rotnet
|
RotNet
|
RotNet
|
**RotNet** is a self-supervision approach that relies on predicting image rotations as the pretext task
in order to learn image representations.
|
{
"title": "RotNet: Fast and Scalable Estimation of Stellar Rotation Periods Using Convolutional Neural Networks",
"url": "https://paperswithcode.com/paper/rotnet-fast-and-scalable-estimation-of"
}
| 2,000 |
https://arxiv.org/abs/2012.01985v2
|
RotNet: Fast and Scalable Estimation of Stellar Rotation Periods Using Convolutional Neural Networks
| 4 |
[
{
"area": "General",
"area_id": "general",
"collection": "Self-Supervised Learning"
}
] |
|
https://paperswithcode.com/method/44-ways-to-call-can-i-speak-to-someone-about
|
44 Ways to Call Can i speak to someone about Oceania Cruises drink Packages: A Full Support Guide
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44 Ways to Call Can i speak to someone about Oceania Cruises drink Packages: A Full Support Guide
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/how-do-i-get-to-talk-to-a-celebrity
|
How do I get to talk to a celebrity?
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How do I get to talk to a celebrity?
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/quick-guide-how-early-can-i-book-qatar
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{Quick~guide} How early can I book Qatar Airways tickets?
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[
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"area_id": "general",
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{
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}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
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0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/dropout
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Dropout
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{
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http://jmlr.org/papers/v15/srivastava14a.html
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{
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0/1 Deep Neural Networks via Block Coordinate Descent
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[
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0/1 Deep Neural Networks via Block Coordinate Descent
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[
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
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{
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"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
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[
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}
| 2,000 |
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0/1 Deep Neural Networks via Block Coordinate Descent
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[
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"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
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"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
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0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
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"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
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"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
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0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
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"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
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0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
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[
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{
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"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
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0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
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0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
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0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
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{
"title": "Energy-Based Processes for Exchangeable Data",
"url": "https://paperswithcode.com/paper/energy-based-processes-for-exchangeable-data"
}
| 2,000 |
https://arxiv.org/abs/2003.07521v2
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Energy-Based Processes for Exchangeable Data
| 2 |
[
{
"area": "General",
"area_id": "general",
"collection": "Non-Parametric Regression"
}
] |
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https://paperswithcode.com/method/how-do-i-talk-to-a-human-on-youtube-easy-way
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/how-do-i-enable-two-factor-authentication-2fa-4
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/how-do-i-get-in-touch-with-princess-cruises-1
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/faqs-help-how-to-get-a-free-drink-package-on
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[Faqs`HeLp]How to get a free drink package on celebrity cruises?
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/instant-guidetm-how-do-i-cancel-my-seabourn
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[[Instant~Guide™]]]How do I cancel my Seabourn cruise?
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{
"title": "0-1 phase transitions in sparse spiked matrix estimation",
"url": "https://paperswithcode.com/paper/0-1-phase-transitions-in-sparse-spiked-matrix"
}
| 2,000 |
https://arxiv.org/abs/1911.05030v1
|
0-1 phase transitions in sparse spiked matrix estimation
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/12-ways-to-support-silversea-cruise
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12 Ways to SupporT Silversea cruise cancellation by Phone Number Email or chat Option
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{
"title": "0-1 phase transitions in sparse spiked matrix estimation",
"url": "https://paperswithcode.com/paper/0-1-phase-transitions-in-sparse-spiked-matrix"
}
| 2,000 |
https://arxiv.org/abs/1911.05030v1
|
0-1 phase transitions in sparse spiked matrix estimation
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/way-to-contact-silversea-cruise-dispute
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Way to Contact silversea cruise dispute number by Phone Number Email or chat Option
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{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/instant-solvetm-how-can-i-speak-to-someone-at
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{
"title": "0-1 phase transitions in sparse spiked matrix estimation",
"url": "https://paperswithcode.com/paper/0-1-phase-transitions-in-sparse-spiked-matrix"
}
| 2,000 |
https://arxiv.org/abs/1911.05030v1
|
0-1 phase transitions in sparse spiked matrix estimation
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/faqs-help-what-is-the-change-fee-on-celebrity
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/how-do-i-ask-a-question-at-expedia-fastest
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{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/what-is-the-phone-number-for-royal-caribbean-4
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/azamara-happened-what-happened-to-azamara
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|
{
"title": "0-1 phase transitions in sparse spiked matrix estimation",
"url": "https://paperswithcode.com/paper/0-1-phase-transitions-in-sparse-spiked-matrix"
}
| 2,000 |
https://arxiv.org/abs/1911.05030v1
|
0-1 phase transitions in sparse spiked matrix estimation
| null | 0 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/instant-helptm-what-is-the-seabourn-refund
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{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/instant-guidetm-how-do-i-get-a-refund-from
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{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/get-support-how-do-i-cancel-my-seabourn
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/way-to-contact-disney-cruise-refund-phone-by
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|
{
"title": "0-1 phase transitions in sparse spiked matrix estimation",
"url": "https://paperswithcode.com/paper/0-1-phase-transitions-in-sparse-spiked-matrix"
}
| 2,000 |
https://arxiv.org/abs/1911.05030v1
|
0-1 phase transitions in sparse spiked matrix estimation
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/como-puedo-hablar-con-una-persona-en-vivo-en
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
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{
"title": "0-1 phase transitions in sparse spiked matrix estimation",
"url": "https://paperswithcode.com/paper/0-1-phase-transitions-in-sparse-spiked-matrix"
}
| 2,000 |
https://arxiv.org/abs/1911.05030v1
|
0-1 phase transitions in sparse spiked matrix estimation
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Representations"
}
] |
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{
"title": "0-1 phase transitions in sparse spiked matrix estimation",
"url": "https://paperswithcode.com/paper/0-1-phase-transitions-in-sparse-spiked-matrix"
}
| 2,000 |
https://arxiv.org/abs/1911.05030v1
|
0-1 phase transitions in sparse spiked matrix estimation
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Reconstruction"
}
] |
https://paperswithcode.com/method/how-to-transfer-money-from-robinhood-to-bank-5
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/way-to-help-carnival-cruise-refund-phone-1
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|
{
"title": "0-1 phase transitions in sparse spiked matrix estimation",
"url": "https://paperswithcode.com/paper/0-1-phase-transitions-in-sparse-spiked-matrix"
}
| 2,000 |
https://arxiv.org/abs/1911.05030v1
|
0-1 phase transitions in sparse spiked matrix estimation
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/faqs-proper-how-do-i-complain-to-seabourn
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{
"title": "0-1 phase transitions in sparse spiked matrix estimation",
"url": "https://paperswithcode.com/paper/0-1-phase-transitions-in-sparse-spiked-matrix"
}
| 2,000 |
https://arxiv.org/abs/1911.05030v1
|
0-1 phase transitions in sparse spiked matrix estimation
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Representations"
}
] |
https://paperswithcode.com/method/how-to-get-money-out-of-robinhood-wallet-call-1
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/how-to-add-money-to-robinhood-without-a-bank-5
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
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