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0/1 Deep Neural Networks via Block Coordinate Descent
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[
{
"area": "Computer Vision",
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[
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[
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[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
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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"
}
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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/ask-guide-agent-how-do-i-ask-a-question-at
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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/faqs-how-do-i-get-a-senior-discount-on-alaska
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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-usa-how-do-i-ask-a-question-at
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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/internvideo
|
InternVideo
|
InternVideo: General Video Foundation Models via Generative and Discriminative Learning
|
The foundation models have recently shown excellent performance on a variety of downstream tasks in computer vision. However, most existing vision foundation models simply focus on image-level pretraining and adpation, which are limited for dynamic and complex video-level understanding tasks. To fill the gap, we present general video foundation models, InternVideo, by taking advantage of both generative and discriminative self-supervised video learning. Specifically, InternVideo efficiently explores masked video modeling and video-language contrastive learning as the pretraining objectives, and selectively coordinates video representations of these two complementary frameworks in a learnable manner to boost various video applications. Without bells and whistles, InternVideo achieves state-of-the-art performance on 39 video datasets from extensive tasks including video action recognition/detection, video-language alignment, and open-world video applications. Especially, our methods can obtain 91.1% and 77.2% top-1 accuracy on the challenging Kinetics-400 and Something-Something V2 benchmarks, respectively. All of these results effectively show the generality of our InternVideo for video understanding. The code will be released at https://github.com/OpenGVLab/InternVideo.
| null | 2,000 | null | null | null | 5 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Vision and Language Pre-Trained Models"
}
] |
https://paperswithcode.com/method/jetblue-flight-booking-what-is-the-cheapest
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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/d4pg
|
D4PG
|
Distributed Distributional DDPG
|
**D4PG**, or **Distributed Distributional DDPG**, is a policy gradient algorithm that extends upon the [DDPG](https://paperswithcode.com/method/ddpg). The improvements include a distributional updates to the DDPG algorithm, combined with the use of multiple distributed workers all writing into the same replay table. The biggest performance gain of other simpler changes was the use of $N$-step returns. The authors found that the use of [prioritized experience replay](https://paperswithcode.com/method/prioritized-experience-replay) was less crucial to the overall D4PG algorithm especially on harder problems.
|
{
"title": "Distributed Distributional Deterministic Policy Gradients",
"url": "https://paperswithcode.com/paper/distributed-distributional-deterministic"
}
| 2,000 |
http://arxiv.org/abs/1804.08617v1
|
Distributed Distributional Deterministic Policy Gradients
| null | 11 |
[
{
"area": "Reinforcement Learning",
"area_id": "reinforcement-learning",
"collection": "Policy Gradient Methods"
}
] |
https://paperswithcode.com/method/selective-kernel-convolution
|
Selective Kernel Convolution
|
Selective Kernel Convolution
|
A **Selective Kernel Convolution** is a [convolution](https://paperswithcode.com/method/convolution) that enables neurons to adaptively adjust their RF sizes among multiple kernels with different kernel sizes. Specifically, the SK convolution has three operators – Split, Fuse and Select. Multiple branches with different kernel sizes are fused using
[softmax](https://paperswithcode.com/method/softmax) attention that is guided by the information in these branches. Different attentions on these branches yield different sizes of the effective receptive fields of neurons in the fusion layer
|
{
"title": "Selective Kernel Networks",
"url": "https://paperswithcode.com/paper/selective-kernel-networks"
}
| 2,000 |
http://arxiv.org/abs/1903.06586v2
|
Selective Kernel Networks
|
https://github.com/osmr/imgclsmob/blob/68335927ba27f2356093b985bada0bc3989836b1/pytorch/pytorchcv/models/sknet.py#L15
| 29 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Convolutions"
}
] |
https://paperswithcode.com/method/ape-x-dpg
|
Ape-X DPG
|
Ape-X DPG
|
**Ape-X DPG** combines [DDPG](https://paperswithcode.com/method/ddpg) with distributed [prioritized experience replay](https://paperswithcode.com/method/prioritized-experience-replay) through the [Ape-X](https://paperswithcode.com/method/ape-x) architecture.
|
{
"title": "Distributed Prioritized Experience Replay",
"url": "https://paperswithcode.com/paper/distributed-prioritized-experience-replay"
}
| 2,000 |
http://arxiv.org/abs/1803.00933v1
|
Distributed Prioritized Experience Replay
| null | 1 |
[
{
"area": "Reinforcement Learning",
"area_id": "reinforcement-learning",
"collection": "Policy Gradient Methods"
}
] |
https://paperswithcode.com/method/experts-dial-how-do-i-speak-to-directly-at
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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/46-ways-to-use-oceania-cruises-r-usa-contact
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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/connect-fast-call-does-lufthansa-allow-free
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[Connect~Fast call] Does Lufthansa allow free changes?
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{
"title": "0.8% Nyquist computational ghost imaging via non-experimental deep learning",
"url": "https://paperswithcode.com/paper/0-8-nyquist-computational-ghost-imaging-via"
}
| 2,000 |
https://arxiv.org/abs/2108.07673v1
|
0.8% Nyquist computational ghost imaging via non-experimental deep learning
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/simclrv2
|
SimCLRv2
|
SimCLRv2
|
**SimCLRv2** is a semi-supervised learning method for learning from few labeled examples while making best use of a large amount of unlabeled data. It is a modification of a recently proposed contrastive learning framework, [SimCLR](https://www.paperswithcode.com/method/simclr). It improves upon it in three major ways:
1. To fully leverage the power of general pre-training, larger [ResNet](https://paperswithcode.com/method/resnet) models are explored. Unlike SimCLR and other previous work, whose largest model is ResNet-50 (4×), SimCLRv2 trains models that are deeper but less wide. The largest model trained is a 152 layer ResNet with 3× wider channels and [selective kernels](https://paperswithcode.com/method/selective-kernel-convolution) (SK), a channel-wise attention mechanism that improves the parameter efficiency of the network. By scaling up the model from ResNet-50 to ResNet-152 (3×+SK), a 29% relative improvement is obtained in top-1 accuracy when fine-tuned on 1% of labeled examples.
2. The capacity of the non-linear network $g(·)$ (a.k.a. projection head) is increased, by making it deeper. Furthermore, instead of throwing away $g(·)$ entirely after pre-training as in SimCLR, fine-tuning occurs from a middle layer. This small change yields a significant improvement for both linear evaluation and fine-tuning with only a few labeled examples. Compared to SimCLR with 2-layer projection head, by using a 3-layer projection head and fine-tuning from the 1st layer of projection head, it results in as much as 14% relative improvement in top-1 accuracy when fine-tuned on 1% of labeled examples.
3. The memory mechanism of [MoCo v2](https://paperswithcode.com/method/moco-v2) is incorporated, which designates a memory network (with a moving average of weights for stabilization) whose output will be buffered as negative examples. Since training is based on large mini-batch which already supplies many contrasting negative examples, this change yields an improvement of ∼1% for linear evaluation as well as when fine-tuning on 1% of labeled examples.
|
{
"title": "Big Self-Supervised Models are Strong Semi-Supervised Learners",
"url": "https://paperswithcode.com/paper/big-self-supervised-models-are-strong-semi"
}
| 2,000 |
https://arxiv.org/abs/2006.10029v2
|
Big Self-Supervised Models are Strong Semi-Supervised Learners
| 4 |
[
{
"area": "General",
"area_id": "general",
"collection": "Semi-Supervised Learning Methods"
}
] |
|
https://paperswithcode.com/method/lmot
|
LMOT
|
LMOT: Efficient Light-Weight Detection and Tracking in Crowds
|
Rana Mostafa, Hoda Baraka and AbdelMoniem Bayoumi
**LMOT**, i.e., Light-weight Multi-Object Tracker, performs joint pedestrian detection and tracking. LMOT introduces a simplified DLA-34 encoder network to extract detection features for the current image that are computationally efficient. Furthermore, we generate efficient tracking features using a linear transformer for the prior image frame and its corresponding detection heatmap. After that, LMOT fuses both detection and tracking feature maps in a multi-layer scheme and performs a two-stage online data association relying on the Kalman filter to generate tracklets. We evaluated our model on the challenging real-world MOT16/17/20 datasets, showing LMOT significantly outperforms the state-of-the-art trackers concerning runtime while maintaining high robustness. LMOT is approximately ten times faster than state-of-the-art trackers while being only 3.8% behind in performance accuracy on average leading to a much computationally lighter model.
Code: https://github.com/RanaMostafaAbdElMohsen/LMOT
Paper: https://doi.org/10.1109/ACCESS.2022.3197157
| null | 2,000 | null | null |
https://github.com/RanaMostafaAbdElMohsen/LMOT
| 2 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Multi-Object Tracking Models"
}
] |
https://paperswithcode.com/method/bart
|
BART
|
BART
|
**BART** is a [denoising autoencoder](https://paperswithcode.com/method/denoising-autoencoder) for pretraining sequence-to-sequence models. It is trained by (1) corrupting text with an arbitrary noising function, and (2) learning a model to reconstruct the original text. It uses a standard [Transformer](https://paperswithcode.com/method/transformer)-based neural machine translation architecture. It uses a standard seq2seq/NMT architecture with a bidirectional encoder (like [BERT](https://paperswithcode.com/method/bert)) and a left-to-right decoder (like [GPT](https://paperswithcode.com/method/gpt)). This means the encoder's attention mask is fully visible, like BERT, and the decoder's attention mask is causal, like [GPT2](https://paperswithcode.com/method/gpt-2).
|
{
"title": "BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension",
"url": "https://paperswithcode.com/paper/bart-denoising-sequence-to-sequence-pre"
}
| 2,000 |
https://arxiv.org/abs/1910.13461v1
|
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension
| null | 1,642 |
[
{
"area": "Sequential",
"area_id": "sequential",
"collection": "Sequence To Sequence Models"
},
{
"area": "Natural Language Processing",
"area_id": "natural-language-processing",
"collection": "Transformers"
}
] |
https://paperswithcode.com/method/step-by-step-guide-what-days-are-spirit
|
【Step-by-Step Guide】What days are Spirit flights cheapest?
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【Step-by-Step Guide】What days are Spirit flights cheapest?
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Spirit flights are generally ☎️+1-801-(855)-(5905) or +1-804-(853)-(9001)✅ cheapest on Tuesdays, Wednesdays and Saturdays, with Tuesday being a particularly good day to book ☎️+1-801-(855)-(5905) or +1-804-(853)-(9001)✅. These days are considered off-peak, meaning there's less demand for flights, which can lead to lower prices.
|
{
"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/non-local-block
|
Non-Local Block
|
Non-Local Block
|
A **Non-Local Block** is an image block module used in neural networks that wraps a [non-local operation](https://paperswithcode.com/method/non-local-operation). We can define a non-local block as:
$$ \mathbb{z}\_{i} = W\_{z}\mathbb{y\_{i}} + \mathbb{x}\_{i} $$
where $y\_{i}$ is the output from the non-local operation and $+ \mathbb{x}\_{i}$ is a [residual connection](https://paperswithcode.com/method/residual-connection).
|
{
"title": "Non-local Neural Networks",
"url": "https://paperswithcode.com/paper/non-local-neural-networks"
}
| 2,000 |
http://arxiv.org/abs/1711.07971v3
|
Non-local Neural Networks
|
https://github.com/tea1528/Non-Local-NN-Pytorch/blob/986937674eb3b85d3d3fbaaa8f384c0a26624121/models/non_local.py#L6
| 168 |
[
{
"area": "General",
"area_id": "general",
"collection": "Skip Connection Blocks"
},
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Image Model Blocks"
}
] |
https://paperswithcode.com/method/official-help-public-como-hablar-con-una
|
{Official Help Public}¿Cómo hablar con una persona de LATAM?
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{Official Help Public}¿Cómo hablar con una persona de LATAM?
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Para hablar con una persona de LATAM, puedes comunicarte a través de su centro de atención al cliente, ya sea por teléfono, chat en línea o redes sociales, dependiendo de tu ubicación y la naturaleza de tu consulta. Si necesitas asistencia en español, puedes contactar al número de LATAM en México +1-808-470-7107 o al número de atención al cliente en Estados Unidos +1-808-470-7107.
|
{
"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/47-ways-to-contact-oceania-cruise
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47 Ways to Contact Oceania Cruise cancellation by Phone, Live chat and Email Detailed: A Step by Step Guide
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47 Ways to Contact Oceania Cruise cancellation by Phone, Live chat and Email Detailed: A Step by Step 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 | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/guide-help-como-hablar-directamente-con-un
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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/tabbie
|
TABBIE
|
TABBIE
|
**TABBIE** is a pretraining objective (*corrupt cell detection*) that learns exclusively from tabular data. Unlike other approaches, TABBIE provides embeddings of all table substructures (cells, rows, and columns). TABBIE can be seen as a table embedding model trained to detect corrupted cells, inspired by the [ELECTRA](https://www.paperswithcode.com/method/electra) objective function.
|
{
"title": "TABBIE: Pretrained Representations of Tabular Data",
"url": "https://paperswithcode.com/paper/tabbie-pretrained-representations-of-tabular"
}
| 2,000 |
https://arxiv.org/abs/2105.02584v1
|
TABBIE: Pretrained Representations of Tabular Data
| 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "Deep Tabular Learning"
}
] |
|
https://paperswithcode.com/method/tnt
|
TNT
|
Transformer in Transformer
|
[Transformer](https://paperswithcode.com/method/transformer) is a type of self-attention-based neural networks originally applied for NLP tasks. Recently, pure transformer-based models are proposed to solve computer vision problems. These visual transformers usually view an image as a sequence of patches while they ignore the intrinsic structure information inside each patch. In this paper, we propose a novel Transformer-iN-Transformer (TNT) model for modeling both patch-level and pixel-level representation. In each TNT block, an outer transformer block is utilized to process patch embeddings, and an inner transformer block extracts local features from pixel embeddings. The pixel-level feature is projected to the space of patch embedding by a linear transformation layer and then added into the patch. By stacking the TNT blocks, we build the TNT model for image recognition.
Image source: [Han et al.](https://arxiv.org/pdf/2103.00112v1.pdf)
|
{
"title": "Transformer in Transformer",
"url": "https://paperswithcode.com/paper/transformer-in-transformer"
}
| 2,000 |
https://arxiv.org/abs/2103.00112v3
|
Transformer in Transformer
| 12 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Vision Transformers"
},
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Image Model Blocks"
},
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Image Models"
},
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Backbone Architectures"
},
{
"area": "Natural Language Processing",
"area_id": "natural-language-processing",
"collection": "Transformers"
}
] |
|
https://paperswithcode.com/method/book-now-does-alaska-airlines-allow-you-to
|
{Book~NoW} Does Alaska Airlines allow you to cancel a flight?
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{Book~NoW} Does Alaska Airlines allow you to cancel a flight?
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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/twins-svt
|
Twins-SVT
|
Twins-SVT
|
**Twins-SVT** is a type of [vision transformer](https://paperswithcode.com/methods/category/vision-transformer) which utilizes a [spatially separable attention mechanism](https://paperswithcode.com/method/spatially-separable-self-attention) (SSAM) which is composed of two types of attention operations—(i) locally-grouped self-attention (LSA), and (ii) global sub-sampled attention (GSA), where LSA captures the fine-grained and short-distance information and GSA deals with the long-distance and global information. On top of this, it utilizes [conditional position encodings](https://paperswithcode.com/method/conditional-positional-encoding) as well as the architectural design of the [Pyramid Vision Transformer](https://paperswithcode.com/method/pvt).
|
{
"title": "Twins: Revisiting the Design of Spatial Attention in Vision Transformers",
"url": "https://paperswithcode.com/paper/twins-revisiting-spatial-attention-design-in"
}
| 2,000 |
https://arxiv.org/abs/2104.13840v4
|
Twins: Revisiting the Design of Spatial Attention in Vision Transformers
| 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Vision Transformers"
}
] |
|
https://paperswithcode.com/method/assistance-client-33-comment-demander-l
|
Assistance client (+33) - Comment demander l'assistance Royal Air Maroc ?
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Assistance client (+33) - Comment demander l'assistance Royal Air Maroc ?
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Pour demander une assistance auprès de Royal Air Maroc, voici les principales démarches possibles :
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En résumé :
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|
{
"title": "0-dimensional Homology Preserving Dimensionality Reduction with TopoMap",
"url": "https://paperswithcode.com/paper/0-dimensional-homology-preserving"
}
| 2,000 |
https://openreview.net/forum?id=zrDNDWjOGwH
|
0-dimensional Homology Preserving Dimensionality Reduction with TopoMap
| null | 0 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Representations"
}
] |
https://paperswithcode.com/method/guia-linea-como-hablo-con-una-persona-real-en
|
(Guía ~ Línea)¿Cómo hablo con una persona real en Singapore Airlines?
|
¿Cómo hablo con una persona real en Singapore Airlines?
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Puedes encontrar los números de contacto específicos para tu región en el sitio web de Singapore Airlines o en sus recursos de ayuda +1 808 470-7107. Por ejemplo, en Estados Unidos, el número de reservas y servicios de KrisFlyer es +1 808 470-7107.
|
{
"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-check-my-carnival-cruise-reservation
|
How do I check my Carnival cruise reservation?
|
How do I check my Carnival cruise reservation?
|
To check your Carnival cruise reservation, visit their official site and click on “Manage” at the top of the page 1-800-950-4401. Log in using your Carnival account credentials or enter your booking number at 1-800-950-4401, last name, and date of birth. You can view your cruise itinerary, payment status, cabin details, and check-in options 1-800-950-4401. The Carnival Hub app also allows access to your reservation and cruise details on the go. For help, call Carnival’s customer service at 1-800-950-4401 /1-800-764-7419. Always confirm your information before departure to avoid issues.
|
{
"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/fcn
|
FCN
|
Fully Convolutional Network
|
**Fully Convolutional Networks**, or **FCNs**, are an architecture used mainly for semantic segmentation. They employ solely locally connected layers, such as [convolution](https://paperswithcode.com/method/convolution), pooling and upsampling. Avoiding the use of dense layers means less parameters (making the networks faster to train). It also means an FCN can work for variable image sizes given all connections are local.
The network consists of a downsampling path, used to extract and interpret the context, and an upsampling path, which allows for localization.
FCNs also employ skip connections to recover the fine-grained spatial information lost in the downsampling path.
|
{
"title": "Fully Convolutional Networks for Semantic Segmentation",
"url": "https://paperswithcode.com/paper/fully-convolutional-networks-for-semantic"
}
| 2,000 |
http://arxiv.org/abs/1605.06211v1
|
Fully Convolutional Networks for Semantic Segmentation
|
https://github.com/Jackey9797/FCN
| 285 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Semantic Segmentation Models"
}
] |
https://paperswithcode.com/method/ddpg
|
DDPG
|
Deep Deterministic Policy Gradient
|
**DDPG**, or **Deep Deterministic Policy Gradient**, is an actor-critic, model-free algorithm based on the deterministic policy gradient that can operate over continuous action spaces. It combines the actor-critic approach with insights from [DQNs](https://paperswithcode.com/method/dqn): in particular, the insights that 1) the network is trained off-policy with samples from a replay buffer to minimize correlations between samples, and 2) the network is trained with a target Q network to give consistent targets during temporal difference backups. DDPG makes use of the same ideas along with [batch normalization](https://paperswithcode.com/method/batch-normalization).
|
{
"title": "Continuous control with deep reinforcement learning",
"url": "https://paperswithcode.com/paper/continuous-control-with-deep-reinforcement"
}
| 2,000 |
https://arxiv.org/abs/1509.02971v6
|
Continuous control with deep reinforcement learning
| null | 218 |
[
{
"area": "Reinforcement Learning",
"area_id": "reinforcement-learning",
"collection": "Policy Gradient Methods"
}
] |
https://paperswithcode.com/method/curricularface
|
CurricularFace
|
CurricularFace
|
**CurricularFace**, or **Adaptive Curriculum Learning**, is a method for face recognition that embeds the idea of curriculum learning into the loss function to achieve a new training scheme. This training scheme mainly addresses easy samples in the early training stage and hard ones in the later stage. Specifically, CurricularFace adaptively adjusts the relative importance of easy and hard samples during different training stages.
|
{
"title": "CurricularFace: Adaptive Curriculum Learning Loss for Deep Face Recognition",
"url": "https://paperswithcode.com/paper/curricularface-adaptive-curriculum-learning"
}
| 2,000 |
https://arxiv.org/abs/2004.00288v1
|
CurricularFace: Adaptive Curriculum Learning Loss for Deep Face Recognition
| null | 3 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Face Recognition Models"
}
] |
https://paperswithcode.com/method/aa-step-by-step-cheapest-r-what-is-the
|
((AA~Step~By~Step~Cheapest®))What is the cheapest day to book flights on American Airlines?
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((AA~Step~By~Step~Cheapest®))What is the cheapest day to book flights on American Airlines?
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The cheapest day to buy American Airlines Tickets is typically on Tuesdays, Wednesdays, and Saturdays 📞+1(801) 855-5905 or +1(804) 853-9001. Tuesdays, Wednesdays, and Saturdays are the 𝚌𝚑𝚎𝚊𝚙𝚎𝚜𝚝 times to fly with American✈️. To get the best prices, call ☎️+1(801) 855-5905 or +1(804) 853-9001.
|
{
"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/deflation
|
Deflation
|
Deflation
|
**Deflation** is a video-to-image operation to transform a video network into a network that can ingest a single image. In the two types of video networks considered in the original paper, this deflation corresponds to the following operations: for [3D convolutional based networks](https://paperswithcode.com/method/3d-convolution), summing the 3D spatio-temporal filters over the temporal dimension to obtain 2D filters; for TSM networks,, turning off the channel shifting which results in a standard [residual architecture](https://paperswithcode.com/method/resnet) (ResNet50) for images.
|
{
"title": "Self-Supervised MultiModal Versatile Networks",
"url": "https://paperswithcode.com/paper/self-supervised-multimodal-versatile-networks"
}
| 2,000 |
https://arxiv.org/abs/2006.16228v2
|
Self-Supervised MultiModal Versatile Networks
| 2 |
[
{
"area": "General",
"area_id": "general",
"collection": "Miscellaneous Components"
}
] |
|
https://paperswithcode.com/method/sparse-autoencoder
|
Sparse Autoencoder
|
Sparse Autoencoder
|
A **Sparse Autoencoder** is a type of autoencoder that employs sparsity to achieve an information bottleneck. Specifically the loss function is constructed so that activations are penalized within a layer. The sparsity constraint can be imposed with [L1 regularization](https://paperswithcode.com/method/l1-regularization) or a KL divergence between expected average neuron activation to an ideal distribution $p$.
Image: [Jeff Jordan](https://www.jeremyjordan.me/autoencoders/). Read his blog post (click) for a detailed summary of autoencoders.
| null | 2,000 | null | null | 57 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Generative Models"
}
] |
|
https://paperswithcode.com/method/klm-telefono-24-7-hours-como-hablo-con-una
|
KLM teléfono || 24*7 hours||¿Cómo hablo con una persona real en KLM?
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KLM teléfono || 24*7 hours||¿Cómo hablo con una persona real en KLM?
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Para hablar con una persona real en KLM, evita respuestas automáticas y llama directamente. Marca +1-(808)-470-7107 desde México, +1-(808)-470-7107 desde EE. UU. o +1-(808)-470-7107 desde España. Estos teléfonos te conectan con agentes reales, capacitados para ayudarte.
|
{
"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-policy-are-royal-caribbean-trips
|
Refund_Policy}Are Royal Caribbean trips refundable?
|
Refund_Policy}Are Royal Caribbean trips refundable?
|
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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/49-ways-to-contact-silversea-cruise
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49 Ways to Contact Silversea Cruise cancellation by Phone, Live chat and Email Detailed: A Step by Step Guide
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49 Ways to Contact Silversea Cruise cancellation by Phone, Live chat and Email Detailed: A Step by Step 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 | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/help-desk-does-alaska-airlines-give-seniors-a
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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/how-do-i-contact-hulu-customer-service-via
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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/neural-architecture-search
|
Neural Architecture Search
|
Neural Architecture Search
|
**Neural Architecture Search (NAS)** learns a modular architecture which can be transferred from a small dataset to a large dataset. The method does this by reducing the problem of learning best convolutional architectures to the problem of learning a small convolutional cell. The cell can then be stacked in series to handle larger images and more complex datasets.
Note that this refers to the original method referred to as NAS - there is also a broader category of methods called "neural architecture search".
|
{
"title": "Learning Transferable Architectures for Scalable Image Recognition",
"url": "https://paperswithcode.com/paper/learning-transferable-architectures-for"
}
| 2,000 |
http://arxiv.org/abs/1707.07012v4
|
Learning Transferable Architectures for Scalable Image Recognition
| null | 23 |
[
{
"area": "General",
"area_id": "general",
"collection": "Neural Architecture Search"
}
] |
https://paperswithcode.com/method/factorized-random-synthesized-attention
|
Factorized Random Synthesized Attention
|
Factorized Random Synthesized Attention
|
**Factorized Random Synthesized Attention**, introduced with the [Synthesizer](https://paperswithcode.com/method/synthesizer) architecture, is similar to [factorized dense synthesized attention](https://paperswithcode.com/method/factorized-dense-synthesized-attention) but for random synthesizers. Letting $R$ being a randomly initialized matrix, we factorize $R$ into low rank matrices $R\_{1}, R\_{2} \in \mathbb{R}^{l\text{ x}k}$ in the attention function:
$$ Y = \text{Softmax}\left(R\_{1}R\_{2}^{T}\right)G\left(X\right) . $$
Here $G\left(.\right)$ is a parameterized function that is equivalent to $V$ in [Scaled Dot-Product Attention](https://paperswithcode.com/method/scaled).
For each head, the factorization reduces the parameter costs from $l^{2}$ to $2\left(lk\right)$ where
$k << l$ and hence helps prevent overfitting. In practice, we use a small value of $k = 8$.
The basic idea of a Random Synthesizer is to not rely on pairwise token interactions or any information from individual token but rather to learn a task-specific alignment that works well globally across many samples.
|
{
"title": "Synthesizer: Rethinking Self-Attention in Transformer Models",
"url": "https://paperswithcode.com/paper/synthesizer-rethinking-self-attention-in"
}
| 2,000 |
https://arxiv.org/abs/2005.00743v3
|
Synthesizer: Rethinking Self-Attention in Transformer Models
| null | 1 |
[
{
"area": "Natural Language Processing",
"area_id": "natural-language-processing",
"collection": "Synthesized Attention Mechanisms"
},
{
"area": "General",
"area_id": "general",
"collection": "Attention Mechanisms"
}
] |
https://paperswithcode.com/method/groie
|
GRoIE
|
Generic RoI Extractor
|
**GroIE** is an RoI extractor which intends to overcome the limitation of existing extractors which select only one (the best) layer from the [FPN](https://paperswithcode.com/method/fpn). The intuition is that all the layers of FPN retain useful
information. Therefore, the proposed layer introduces non-local building blocks and attention mechanisms to boost the performance.
|
{
"title": "A novel Region of Interest Extraction Layer for Instance Segmentation",
"url": "https://paperswithcode.com/paper/a-novel-region-of-interest-extraction-layer"
}
| 2,000 |
https://arxiv.org/abs/2004.13665v2
|
A novel Region of Interest Extraction Layer for Instance Segmentation
| 2 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "RoI Feature Extractors"
}
] |
|
https://paperswithcode.com/method/accumulating-eligibility-trace
|
Accumulating Eligibility Trace
|
Accumulating Eligibility Trace
|
An **Accumulating Eligibility Trace** is a type of [eligibility trace](https://paperswithcode.com/method/eligibility-trace) where the trace increments in an accumulative way. For the memory vector $\textbf{e}\_{t} \in \mathbb{R}^{b} \geq \textbf{0}$:
$$\mathbf{e\_{0}} = \textbf{0}$$
$$\textbf{e}\_{t} = \nabla{\hat{v}}\left(S\_{t}, \mathbf{\theta}\_{t}\right) + \gamma\lambda\textbf{e}\_{t}$$
| null | 2,000 | null | null | null | 15 |
[
{
"area": "Reinforcement Learning",
"area_id": "reinforcement-learning",
"collection": "Eligibility Traces"
}
] |
https://paperswithcode.com/method/48-ways-to-use-silversea-cruises-r-usa
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48 Ways to Use Silversea Cruises®️ USA Contact Numbers – Fast Support Guide
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48 Ways to Use Silversea Cruises®️ USA Contact Numbers – Fast 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 | 0 |
[
{
"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 | 0 |
[
{
"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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"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
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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-dial-can-you-get-your-money-back-from
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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/oficial-alaska-telefono-como-puedo-hablar-con
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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/multiple-random-window-discriminator
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Multiple Random Window Discriminator
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Multiple Random Window Discriminator
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in the authors' best-performing model, they consider five window sizes (240, 480, 960, 1920, 3600 samples), which yields 10 discriminators in total.
Using random windows of different size, rather than the full generated sample, has a data augmentation effect and also reduces the computational complexity of RWDs. In the first layer of each discriminator, the MRWD reshapes (downsamples) the input raw waveform to a constant
temporal dimension $\omega = 240$ by moving consecutive blocks of samples into the channel dimension, i.e. from $\left[\omega\_{k}, 1\right]$ to $\left[\omega, k\right]$, where $k$ is the downsampling factor (e.g. $k = 8$ for input window size $1920$). This way, all the RWDs have the same architecture and similar computational complexity despite different window sizes.
The conditional discriminators have access to linguistic and pitch features, and can measure whether
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between the waveform and linguistic features within the sampled window. This limits the valid sampling to that of the frequency of the conditioning signal (200Hz, or every 5ms). The unconditional
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of the conditioning. The random windows for these discriminators are sampled without constraints
at full 24kHz frequency, which further increases the amount of training data.
For the architecture, the discriminators consists of blocks (DBlocks) that are similar to the [GBlocks](https://paperswithcode.com/method/gblock) used in the generator, but without batch normalisation. Unconditional RWDs are composed entirely of DBlocks. In conditional RWDs, the input waveform is gradually downsampled by DBlocks, until the temporal dimension of the activation is equal to that of the conditioning, at which point a conditional [DBlock](https://paperswithcode.com/method/dblock) is used. This joint information is then passed to the remaining DBlocks, whose final output is average-pooled to obtain a scalar. The dilation factors in the DBlocks’ convolutions follow the pattern 1, 2, 1, 2 – unlike the generator, the discriminator operates on a relatively small window, and the authors did not observe any benefit from using larger dilation factors.
|
{
"title": "High Fidelity Speech Synthesis with Adversarial Networks",
"url": "https://paperswithcode.com/paper/high-fidelity-speech-synthesis-with-1"
}
| 2,000 |
https://arxiv.org/abs/1909.11646v2
|
High Fidelity Speech Synthesis with Adversarial Networks
|
https://github.com/yanggeng1995/GAN-TTS/blob/75d70dec97ba11dbe5ee3e2e9ebfbdd10bd52389/models/discriminator.py#L5
| 2 |
[
{
"area": "General",
"area_id": "general",
"collection": "Discriminators"
}
] |
https://paperswithcode.com/method/como-hablar-directamente-en-latam-airlines
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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
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0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
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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
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0-1 phase transitions in sparse spiked matrix estimation
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[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection 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 | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/51-ways-to-contact-seabourn-cruise
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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/right-method-how-do-i-ask-a-question-at
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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-usa-how-do-i-get-a-human-at
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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-help-what-is-the-cheapest-day-to-book-a-1
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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": "Action Recognition Models"
}
] |
https://paperswithcode.com/method/absolute-position-encodings
|
Absolute Position Encodings
|
Absolute Position Encodings
|
**Absolute Position Encodings** are a type of position embeddings for [[Transformer](https://paperswithcode.com/method/transformer)-based models] where positional encodings are added to the input embeddings at the bottoms of the encoder and decoder stacks. The positional encodings have the same dimension $d\_{model}$ as the embeddings, so that the two can be summed. In the original implementation, sine and cosine functions of different frequencies are used:
$$ \text{PE}\left(pos, 2i\right) = \sin\left(pos/10000^{2i/d\_{model}}\right) $$
$$ \text{PE}\left(pos, 2i+1\right) = \cos\left(pos/10000^{2i/d\_{model}}\right) $$
where $pos$ is the position and $i$ is the dimension. That is, each dimension of the positional encoding corresponds to a sinusoid. The wavelengths form a geometric progression from $2\pi$ to $10000 \dot 2\pi$. This function was chosen because the authors hypothesized it would allow the model to easily learn to attend by relative positions, since for any fixed offset $k$, $\text{PE}\_{pos+k}$ can be represented as a linear function of $\text{PE}\_{pos}$.
Image Source: [D2L.ai](https://d2l.ai/chapter_attention-mechanisms/self-attention-and-positional-encoding.html)
|
{
"title": "Attention Is All You Need",
"url": "https://paperswithcode.com/paper/attention-is-all-you-need"
}
| 2,000 |
https://arxiv.org/abs/1706.03762v7
|
Attention Is All You Need
| 13,947 |
[
{
"area": "General",
"area_id": "general",
"collection": "Position Embeddings"
}
] |
|
https://paperswithcode.com/method/gns
|
GNS
|
Graph Network-based Simulators
|
**Graph Network-Based Simulators** is a type of graph neural network that represents the state of a physical system with particles, expressed as nodes in a graph, and computes dynamics via learned message-passing.
|
{
"title": "Learning to Simulate Complex Physics with Graph Networks",
"url": "https://paperswithcode.com/paper/learning-to-simulate-complex-physics-with"
}
| 2,000 |
https://arxiv.org/abs/2002.09405v2
|
Learning to Simulate Complex Physics with Graph Networks
| null | 21 |
[
{
"area": "Graphs",
"area_id": "graphs",
"collection": "Graph Models"
}
] |
https://paperswithcode.com/method/yolov4
|
YOLOv4
|
YOLOv4
|
**YOLOv4** is a one-stage object detection model that improves on [YOLOv3](https://paperswithcode.com/method/yolov3) with several bags of tricks and modules introduced in the literature. The components section below details the tricks and modules used.
|
{
"title": "YOLOv4: Optimal Speed and Accuracy of Object Detection",
"url": "https://paperswithcode.com/paper/yolov4-optimal-speed-and-accuracy-of-object"
}
| 2,000 |
https://arxiv.org/abs/2004.10934v1
|
YOLOv4: Optimal Speed and Accuracy of Object Detection
|
https://github.com/AlexeyAB/darknet
| 100 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "One-Stage Object Detection Models"
},
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Object Detection Models"
}
] |
https://paperswithcode.com/method/pointer-sentinel-lstm
|
Pointer Sentinel-LSTM
|
Pointer Sentinel-LSTM
|
The **Pointer Sentinel-LSTM mixture model** is a type of recurrent neural network that combines the advantages of standard [softmax](https://paperswithcode.com/method/softmax) classifiers with those of a pointer component for effective and efficient language modeling. Rather than relying on the RNN hidden state to decide when to use the pointer, the model allows the pointer component itself to decide when to use the softmax vocabulary through a sentinel.
|
{
"title": "Pointer Sentinel Mixture Models",
"url": "https://paperswithcode.com/paper/pointer-sentinel-mixture-models"
}
| 2,000 |
http://arxiv.org/abs/1609.07843v1
|
Pointer Sentinel Mixture Models
|
https://github.com/elanmart/psmm/blob/c414b49e1a49ee9ae7f7feb077db9fec77b2fb45/psmm/model.py#L9
| 1 |
[
{
"area": "Sequential",
"area_id": "sequential",
"collection": "Recurrent Neural Networks"
}
] |
https://paperswithcode.com/method/gcnet
|
GCNet
|
GCNet
|
A **Global Context Network**, or **GCNet**, utilises global context blocks to model long-range dependencies in images. It is based on the [Non-Local Network](https://paperswithcode.com/method/non-local-block), but it modifies the architecture so less computation is required. Global context blocks are applied to multiple layers in a backbone network to construct the GCNet.
|
{
"title": "GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond",
"url": "https://paperswithcode.com/paper/gcnet-non-local-networks-meet-squeeze"
}
| 2,000 |
http://arxiv.org/abs/1904.11492v1
|
GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond
|
https://github.com/xvjiarui/GCNet
| 11 |
[
{
"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/50-ways-to-use-seabourn-cruises-r-usa-contact
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50 Ways to Use Seabourn Cruises®️ USA Contact Numbers – Fast Support Guide
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50 Ways to Use Seabourn Cruises®️ USA Contact Numbers – Fast Support Guide
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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": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
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0/1 Deep Neural Networks via Block Coordinate Descent
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[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
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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"
}
] |
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"url": "https://paperswithcode.com/paper/0-8-nyquist-computational-ghost-imaging-via"
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https://arxiv.org/abs/2108.07673v1
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[
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"area": "Computer Vision",
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0/1 Deep Neural Networks via Block Coordinate Descent
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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
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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/faqs-delta-what-is-the-senior-discount-age-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"
}
] |
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0/1 Deep Neural Networks via Block Coordinate Descent
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[
{
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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 | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/ayuda-publica-gratuita-como-hablar-con-un
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}
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https://arxiv.org/abs/2206.09379v2
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0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
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"area_id": "general",
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}
] |
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{
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}
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[
{
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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 | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
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{
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"url": "https://paperswithcode.com/paper/neural-machine-translation-of-rare-words-with"
}
| 2,000 |
http://arxiv.org/abs/1508.07909v5
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Neural Machine Translation of Rare Words with Subword Units
| null | 18,980 |
[
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}
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[
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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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[
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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/softmax
|
Softmax
|
Softmax
|
The **Softmax** output function transforms a previous layer's output into a vector of probabilities. It is commonly used for multiclass classification. Given an input vector $x$ and a weighting vector $w$ we have:
$$ P(y=j \mid{x}) = \frac{e^{x^{T}w_{j}}}{\sum^{K}_{k=1}e^{x^{T}wk}} $$
| null | 2,000 | null | null | null | 37,448 |
[
{
"area": "General",
"area_id": "general",
"collection": "Output Functions"
}
] |
https://paperswithcode.com/method/faqs-penalty-how-much-is-the-penalty-fee-in
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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"
}
] |
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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 Face Mesh Models"
}
] |
https://paperswithcode.com/method/faqs-help24-7-way-to-customer-carnival-cruise
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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
| 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
|
https://paperswithcode.com/method/international-what-number-is-800-227-6482
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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/22-windstar-cruise-r-usa-contact-numbers
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22 Windstar Cruise®️ USA Contact Numbers: Verified Support Numbers 2025
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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/scnet
|
SCNet
|
SCNet
|
**Sample Consistency Network (SCNet)** is a method for instance segmentation which ensures the IoU distribution of the samples at training time are as close to that at inference time. To this end, only the outputs of the last box stage are used for mask predictions at both training and inference. The Figure shows the IoU distribution of the samples going to the mask branch at training time with/without sample consistency compared to that at inference time.
|
{
"title": "SCNet: Training Inference Sample Consistency for Instance Segmentation",
"url": "https://paperswithcode.com/paper/scnet-training-inference-sample-consistency"
}
| 2,000 |
https://arxiv.org/abs/2012.10150v1
|
SCNet: Training Inference Sample Consistency for Instance Segmentation
| 6 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Instance Segmentation Models"
}
] |
|
https://paperswithcode.com/method/customer-phone-number-immediately-how-do-i
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{{{Customer^Phone*Number&immediately`}}}How do I get a human at Expedia immediately?
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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/booking-service-how-can-i-communicate-with
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[Booking~Service] How can I communicate with Alaska?
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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"
}
] |
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[speak~ℂOPA®]¿Cómo hablo con una persona viva en Copa Airlines?
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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/linea-de-ayuda-como-hablo-con-una-persona-en
|
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México:+𝟷-𝟾𝟶𝟾-𝟺𝟽𝟶-𝟽𝟷𝟶𝟽
|
{
"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/23-viking-cruise-r-usa-contact-numbers
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23 Viking Cruise®️ USA Contact Numbers: Verified Support Numbers 2025
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23 Viking Cruise®️ USA Contact Numbers: Verified Support Numbers 2025
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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-how-do-i-call-american-airlines
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[Experts~Guide] How do I call American Airlines customer service?
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[Experts~Guide] How do I call American Airlines customer service?
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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/54-ways-to-use-msc-cruises-r-usa-contact
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54 Ways to Use MSC Cruises®️ USA Contact Numbers – Fast 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 | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
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