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|---|---|---|---|---|---|---|---|---|---|---|
https://paperswithcode.com/method/rgcn
|
RGCN
|
Relational Graph Convolution Network
|
An **RGCN**, or **Relational Graph Convolution Network**, is a an application of the [GCN framework](https://paperswithcode.com/method/gcn) to modeling relational data, specifically
to link prediction and entity classification tasks.
See [here](https://docs.dgl.ai/en/0.4.x/tutorials/models/1_gnn/4_rgcn.html) for an in-depth explanation of RGCNs by DGL.
|
{
"title": "Modeling Relational Data with Graph Convolutional Networks",
"url": "https://paperswithcode.com/paper/modeling-relational-data-with-graph"
}
| 2,000 |
http://arxiv.org/abs/1703.06103v4
|
Modeling Relational Data with Graph Convolutional Networks
| null | 22 |
[
{
"area": "Graphs",
"area_id": "graphs",
"collection": "Graph Models"
}
] |
https://paperswithcode.com/method/faqs-24-hour-does-latam-allow-24-hour
|
FAQs^24-hour Does LATAM allow 24-hour cancellation?
|
FAQs^24-hour Does LATAM allow 24-hour cancellation?
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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/full-support-is-latam-fully-refundable
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((FuLl~sUpPoRt)) Is Latam fully 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/faqs-guide-how-do-i-cancel-a-cruise-without
|
[[FAQs-GUIDe]]How do I cancel a cruise without penalty?
|
[[FAQs-GUIDe]]How do I cancel a 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 | 0 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/cbow-word2vec
|
CBoW Word2Vec
|
Continuous Bag-of-Words Word2Vec
|
**Continuous Bag-of-Words Word2Vec** is an architecture for creating word embeddings that uses $n$ future words as well as $n$ past words to create a word embedding. The objective function for CBOW is:
$$ J\_\theta = \frac{1}{T}\sum^{T}\_{t=1}\log{p}\left(w\_{t}\mid{w}\_{t-n},\ldots,w\_{t-1}, w\_{t+1},\ldots,w\_{t+n}\right) $$
In the CBOW model, the distributed representations of context are used to predict the word in the middle of the window. This contrasts with [Skip-gram Word2Vec](https://paperswithcode.com/method/skip-gram-word2vec) where the distributed representation of the input word is used to predict the context.
|
{
"title": "Efficient Estimation of Word Representations in Vector Space",
"url": "https://paperswithcode.com/paper/efficient-estimation-of-word-representations"
}
| 2,000 |
http://arxiv.org/abs/1301.3781v3
|
Efficient Estimation of Word Representations in Vector Space
| null | 6 |
[
{
"area": "Natural Language Processing",
"area_id": "natural-language-processing",
"collection": "Static Word Embeddings"
},
{
"area": "Natural Language Processing",
"area_id": "natural-language-processing",
"collection": "Word Embeddings"
}
] |
https://paperswithcode.com/method/noisynet-dqn
|
NoisyNet-DQN
|
NoisyNet-DQN
|
**NoisyNet-DQN** is a modification of a [DQN](https://paperswithcode.com/method/dqn) that utilises noisy linear layers for exploration instead of $\epsilon$-greedy exploration as in the original DQN formulation.
|
{
"title": "Noisy Networks for Exploration",
"url": "https://paperswithcode.com/paper/noisy-networks-for-exploration"
}
| 2,000 |
https://arxiv.org/abs/1706.10295v3
|
Noisy Networks for Exploration
| null | 2 |
[
{
"area": "Reinforcement Learning",
"area_id": "reinforcement-learning",
"collection": "Q-Learning Networks"
}
] |
https://paperswithcode.com/method/faqs-live-is-there-a-way-to-contact-someone
|
[[FAQS-Live]]Is there a way to contact someone on a cruise ship?
|
[[FAQS-Live]]Is there a way to contact someone on a cruise ship?
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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/td3
|
TD3
|
Twin Delayed Deep Deterministic
|
**TD3** builds on the [DDPG](https://paperswithcode.com/method/ddpg) algorithm for reinforcement learning, with a couple of modifications aimed at tackling overestimation bias with the value function. In particular, it utilises [clipped double Q-learning](https://paperswithcode.com/method/clipped-double-q-learning), delayed update of target and policy networks, and [target policy smoothing](https://paperswithcode.com/method/target-policy-smoothing) (which is similar to a [SARSA](https://paperswithcode.com/method/sarsa) based update; a safer update, as they provide higher value to actions resistant to perturbations).
|
{
"title": "Addressing Function Approximation Error in Actor-Critic Methods",
"url": "https://paperswithcode.com/paper/addressing-function-approximation-error-in"
}
| 2,000 |
http://arxiv.org/abs/1802.09477v3
|
Addressing Function Approximation Error in Actor-Critic Methods
| null | 117 |
[
{
"area": "Reinforcement Learning",
"area_id": "reinforcement-learning",
"collection": "Policy Gradient Methods"
}
] |
https://paperswithcode.com/method/spatial-gating-unit
|
Spatial Gating Unit
|
Spatial Gating Unit
|
**Spatial Gating Unit**, or **SGU**, is a gating unit used in the [gMLP](https://paperswithcode.com/method/gmlp) architecture to captures spatial interactions. To enable cross-token interactions, it is necessary for the layer $s(\cdot)$ to contain a contraction operation over the spatial dimension. The layer $s(\cdot)$ is formulated as the output of linear gating:
$$
s(Z)=Z \odot f\_{W, b}(Z)
$$
where $\odot$ denotes element-wise multiplication. For training stability, the authors find it critical to initialize $W$ as near-zero values and $b$ as ones, meaning that $f\_{W, b}(Z) \approx 1$ and therefore $s(Z) \approx Z$ at the beginning of training. This initialization ensures each [gMLP](https://paperswithcode.com/method/gmlp) block behaves like a regular [FFN](https://paperswithcode.com/method/gmlp) at the early stage of training, where each token is processed independently, and only gradually injects spatial information across tokens during the course of learning.
The authors find it further effective to split $Z$ into two independent parts $\left(Z\_{1}, Z\_{2}\right)$ along the channel dimension for the gating function and for the multiplicative bypass:
$$
s(Z)=Z\_{1} \odot f\_{W, b}\left(Z\_{2}\right)
$$
They also normalize the input to $f\_{W, b}$ which empirically improved the stability of large NLP models.
|
{
"title": "Pay Attention to MLPs",
"url": "https://paperswithcode.com/paper/pay-attention-to-mlps"
}
| 2,000 |
https://arxiv.org/abs/2105.08050v2
|
Pay Attention to MLPs
| 9 |
[
{
"area": "General",
"area_id": "general",
"collection": "Feedforward Networks"
}
] |
|
https://paperswithcode.com/method/vtde
|
VTDE
|
Variational Trace Distance Estimation
|
**Variational Trace Distance Estimation**, or **VTDE**, is a variational algorithm for trace norm estimation that only involves one ancillary qubit. Notably, the cost function in VTDE gathers information from a single-qubit observable and thus could avoid the barren plateau issue with logarithmic depth parameterized circuits.
|
{
"title": "Variational Quantum Algorithms for Trace Distance and Fidelity Estimation",
"url": "https://paperswithcode.com/paper/variational-quantum-algorithms-for-trace"
}
| 2,000 |
https://arxiv.org/abs/2012.05768v3
|
Variational Quantum Algorithms for Trace Distance and Fidelity Estimation
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "Quantum Methods"
}
] |
https://paperswithcode.com/method/traveltm-option-r-what-is-the-cheapest-day-to
|
{{@Travelโข!!Optionยฎ๏ธ}}What is the cheapest day to fly on American Airlines?
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{{@Travelโข!!Optionยฎ๏ธ}}What is the cheapest day to fly on American 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/refund-cancellation-policy-does-expedia-still
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eXPedia Cancellation Policy Does Expedia still have free cancellation?
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eXPedia Cancellation Policy Does Expedia still have free cancellation?
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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
| 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
|
https://paperswithcode.com/method/princess-cruises-faq-princess-cruises-dispute
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[[Princess Cruises' FAQ]] Princess Cruises dispute free number USA?
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[[Princess Cruises' FAQ]] Princess Cruises dispute free number USA?
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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/can-you-talk-to-people-on-venmo-here-s-what-1
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Can you talk to people on Venmo? Here's What You Should Know
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Can you talk to people on Venmo? Here's What You Should Know
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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
| 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
|
https://paperswithcode.com/method/faqs-delta-do-flight-prices-go-down-closer-to
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[[FAQs#Delta]]Do flight prices go down closer to the date Delta?
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[[FAQs#Delta]]Do flight prices go down closer to the date Delta?
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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/what-is-the-coinspot-withdrawal-limit-know
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What Is the CoinSpot Withdrawal Limit? โ Know Your Limits Today! ๐
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What Is the CoinSpot Withdrawal Limit? โ Know Your Limits Today! ๐
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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/bisenet-v2
|
BiSeNet V2
|
BiSeNet V2
|
**BiSeNet V2** is a two-pathway architecture for real-time semantic segmentation. One pathway is designed to capture the spatial details with wide channels and shallow layers, called Detail Branch. In contrast, the other pathway is introduced to extract the categorical semantics with narrow channels and deep layers, called Semantic Branch. The Semantic Branch simply requires a large receptive field to capture semantic context, while the detail information can be supplied by the Detail Branch. Therefore, the Semantic Branch can be made very lightweight with fewer channels and a fast-downsampling strategy. Both types of feature representation are merged to construct a stronger and more comprehensive feature representation.
|
{
"title": "BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation",
"url": "https://paperswithcode.com/paper/bisenet-v2-bilateral-network-with-guided"
}
| 2,000 |
https://arxiv.org/abs/2004.02147v1
|
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation
| 2 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Semantic Segmentation Models"
}
] |
|
https://paperswithcode.com/method/support-how-do-i-speak-to-a-live-person-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 | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/discount-what-age-is-senior-discount-on-delta
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{{DiScOuNt}} What age is senior discount on Delta?
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{{DiScOuNt}} What age is senior discount on Delta?
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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-tips-can-you-cancel-a-royal-caribbean
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[[FAQs-Tips]]Can you cancel a Royal Caribbean cruise and get your deposit back?
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[[FAQs-Tips]]Can you cancel a Royal Caribbean cruise and get your deposit back?
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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/nfr
|
NFR
|
Negative Face Recognition
|
**Negative Face Recognition**, or **NFR**, is a face recognition approach that enhances the soft-biometric privacy on the template-level by representing face templates in a complementary (negative) domain. While ordinary templates characterize facial properties of an individual, negative templates describe facial properties that does not exist for this individual. This suppresses privacy-sensitive information from stored templates. Experiments are conducted on two publicly available datasets captured under controlled and uncontrolled scenarios on three privacy-sensitive attributes.
|
{
"title": "Unsupervised Enhancement of Soft-biometric Privacy with Negative Face Recognition",
"url": "https://paperswithcode.com/paper/unsupervised-enhancement-of-soft-biometric"
}
| 2,000 |
https://arxiv.org/abs/2002.09181v1
|
Unsupervised Enhancement of Soft-biometric Privacy with Negative Face Recognition
| null | 10 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Face Recognition Models"
}
] |
https://paperswithcode.com/method/neural-adjoint
|
Neural adjoint
|
Neural adjoint method
|
The NA method can be divided into two steps: (i) Training a neural network approximation of f , and (ii) inference of xห. Step (i) is conventional and involves training a generic neural network on a dataset
ห
of input/output pairs from the simulator, denoted D, resulting in f, an approximation of the forward ห
model. This is illustrated in the left inset of Fig 1. In step (ii), our goal is to use โf/โx to help us gradually adjust x so that we achieve a desired output of the forward model, y. This is similar to many classical inverse modeling approaches, such as the popular Adjoint method [8, 9]. For many practical
ห
expression for the simulator, from which it is trivial to compute โf/โx, and furthermore, we can use modern deep learning software packages to efficiently estimate gradients, given a loss function L.
More formally, let y be our target output, and let xหi be our current estimate of the solution, where i indexes each solution we obtain in an iterative gradient-based estimation procedure. Then we compute xหi+1 with
inverse problems, however, obtaining โf/โx requires significant expertise and/or effort, making these approaches challenging. Crucially, fห from step (i) provides us with a closed-form differentiable
|
{
"title": "Benchmarking deep inverse models over time, and the neural-adjoint method",
"url": "https://paperswithcode.com/paper/benchmarking-deep-inverse-models-over-time"
}
| 2,000 |
https://arxiv.org/abs/2009.12919v4
|
Benchmarking deep inverse models over time, and the neural-adjoint method
| null | 3 |
[
{
"area": "General",
"area_id": "general",
"collection": "Optimization"
}
] |
https://paperswithcode.com/method/what-are-coinspots-crypto-withdrawal-fees
|
What Are CoinSpotโs Crypto Withdrawal Fees? โ Save on Fees Today! ๐ธ
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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/ways-to-access-help-at-royal-caribbean
|
Ways to Access Help at Royal Caribbean Cruisesยฎ๏ธ USA Numbers โ Complete 2025 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": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/faqs-claim-how-to-file-a-claim-with-american
|
{{FAQs$claim}}How to file a claim with American Airlines?
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{{FAQs$claim}}How to file a claim with American 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/can-i-get-a-full-refund-if-i-cancel-my-cruise-2
|
Can I get a full refund if I cancel my cruise? {faqs-typically apply}
|
Can I get a full refund if I cancel my cruise? {faqs-typically apply}
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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/general-inquiries-24-7-how-to-get-a-refund
|
[{General Inquiries 24/7}] How to get a refund from Princess Cruises?
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[{General Inquiries 24/7}] How to get a refund from Princess 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": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/u-cam
|
U-CAM
|
Uncertainty Class Activation Map (U-CAM) Using Gradient Certainty Method
|
Understanding and explaining deep learning models is an imperative task. Towards this, we propose a method that obtains gradient-based certainty estimates that also provide [visual attention](https://paperswithcode.com/method/visual-attention) maps. Particularly, we solve for visual question answering task. We incorporate modern probabilistic deep learning methods that we further improve by using the gradients for these estimates. These have two-fold benefits: a) improvement in obtaining the certainty estimates that correlate better with misclassified samples and b) improved attention maps that provide state-of-the-art results in terms of correlation with human attention regions. The improved attention maps result in consistent improvement for various methods for visual question answering. Therefore, the proposed technique can be thought of as a tool for obtaining improved certainty estimates and explanations for deep learning models.
| null | 2,000 | null | null | null | 0 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "VQA Models"
}
] |
https://paperswithcode.com/method/som
|
SOM
|
Self-Organizing Map
|
The **Self-Organizing Map (SOM)**, commonly also known as Kohonen network (Kohonen 1982, Kohonen 2001) is a computational method for the visualization and analysis of high-dimensional data, especially experimentally acquired information.
Extracted from [scholarpedia](http://www.scholarpedia.org/article/Self-organizing_map)
**Sources**:
Image: [scholarpedia](http://www.scholarpedia.org/article/File:Somnbc.png)
Paper: [Kohonen, T. Self-organized formation of topologically correct feature maps. Biol. Cybern. 43, 59โ69 (1982)](https://doi.org/10.1007/BF00337288)
Book: [Self-Organizing Maps](https://doi.org/10.1007/978-3-642-56927-2)
| null | 2,000 | null | null | 106 |
[
{
"area": "General",
"area_id": "general",
"collection": "Clustering"
}
] |
|
https://paperswithcode.com/method/crf-rnn
|
CRF-RNN
|
CRF-RNN
|
**CRF-RNN** is a formulation of a [CRF](https://paperswithcode.com/method/crf) as a Recurrent Neural Network. Specifically it formulates mean-field approximate inference for the Conditional Random Fields with Gaussian pairwise potentials as Recurrent Neural Networks.
|
{
"title": "Conditional Random Fields as Recurrent Neural Networks",
"url": "https://paperswithcode.com/paper/conditional-random-fields-as-recurrent-neural-1"
}
| 2,000 |
http://arxiv.org/abs/1502.03240v3
|
Conditional Random Fields as Recurrent Neural Networks
| null | 4 |
[
{
"area": "Sequential",
"area_id": "sequential",
"collection": "Recurrent Neural Networks"
}
] |
https://paperswithcode.com/method/quick-call-how-to-speak-directly-at-qatar
|
[((Quick~CaLL))] How to speak directly at Qatar representative fast?
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[((Quick~CaLL))] How to speak directly at Qatar representative fast?
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Call 1-804-Qatar Airways Airlines โ๏ธ+1-801-(855)-(5905) or +1-804-(853)-(9001)โ
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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/trip-travel-what-is-the-cheapest-day-to-book
|
[Trip&Travel]What is the cheapest day to book flights on Qatar Airways?
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[Trip&Travel]What is the cheapest day to book flights on Qatar Airways?
|
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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/triplet-loss
|
Triplet Loss
|
Triplet Loss
|
The goal of **Triplet loss**, in the context of Siamese Networks, is to maximize the joint probability among all score-pairs i.e. the product of all probabilities. By using its negative logarithm, we can get the loss formulation as follows:
$$
L\_{t}\left(\mathcal{V}\_{p}, \mathcal{V}\_{n}\right)=-\frac{1}{M N} \sum\_{i}^{M} \sum\_{j}^{N} \log \operatorname{prob}\left(v p\_{i}, v n\_{j}\right)
$$
where the balance weight $1/MN$ is used to keep the loss with the same scale for different number of instance sets.
|
{
"title": "Triplet Loss in Siamese Network for Object Tracking",
"url": "https://paperswithcode.com/paper/triplet-loss-in-siamese-network-for-object"
}
| 2,000 |
http://openaccess.thecvf.com/content_ECCV_2018/html/Xingping_Dong_Triplet_Loss_with_ECCV_2018_paper.html
|
Triplet Loss in Siamese Network for Object Tracking
| 424 |
[
{
"area": "General",
"area_id": "general",
"collection": "Loss Functions"
}
] |
|
https://paperswithcode.com/method/faqs-support-how-much-is-a-cancellation-fee
|
[[FAQs-Support]]How much is a cancellation fee for a cruise?
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[[FAQs-Support]]How much is a cancellation fee for a 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/oficial-live-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/ways-to-contact-royal-caribbean-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": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/faqs-guide-can-i-change-my-reservation-on
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[[FAQs-Guide]]Can I change my reservation on Royal Caribbean?
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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-guide-centertm-what-is-the-number-for
|
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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
| 0 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
|
https://paperswithcode.com/method/ohem
|
OHEM
|
Online Hard Example Mining
|
Some object detection datasets contain an overwhelming number of easy examples and a small number of hard examples. Automatic selection of these hard examples can make training more
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that favors diverse, high loss instances.
|
{
"title": "Training Region-based Object Detectors with Online Hard Example Mining",
"url": "https://paperswithcode.com/paper/training-region-based-object-detectors-with"
}
| 2,000 |
http://arxiv.org/abs/1604.03540v1
|
Training Region-based Object Detectors with Online Hard Example Mining
|
https://github.com/abhi2610/ohem/blob/1f07dd09b50c8c21716ae36aede92125fe437579/lib/roi_data_layer/minibatch.py#L146
| 8 |
[
{
"area": "General",
"area_id": "general",
"collection": "Prioritized Sampling"
}
] |
https://paperswithcode.com/method/zero-infinity
|
ZeRO-Infinity
|
ZeRO-Infinity
|
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|
{
"title": "ZeRO-Infinity: Breaking the GPU Memory Wall for Extreme Scale Deep Learning",
"url": "https://paperswithcode.com/paper/zero-infinity-breaking-the-gpu-memory-wall"
}
| 2,000 |
https://arxiv.org/abs/2104.07857v1
|
ZeRO-Infinity: Breaking the GPU Memory Wall for Extreme Scale Deep Learning
| 2 |
[
{
"area": "General",
"area_id": "general",
"collection": "Sharded Data Parallel Methods"
},
{
"area": "General",
"area_id": "general",
"collection": "Data Parallel Methods"
},
{
"area": "General",
"area_id": "general",
"collection": "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/discriminative-regularization
|
Discriminative Regularization
|
Discriminative Regularization
|
**Discriminative Regularization** is a regularization technique for [variational autoencoders](https://paperswithcode.com/methods/category/likelihood-based-generative-models) that uses representations from discriminative classifiers to augment the [VAE](https://paperswithcode.com/method/vae) objective function (the lower bound) corresponding to a generative model. Specifically, it encourages the modelโs reconstructions to be close to the data example in a representation space defined by the hidden layers of highly-discriminative, neural network based classifiers.
|
{
"title": "Discriminative Regularization for Generative Models",
"url": "https://paperswithcode.com/paper/discriminative-regularization-for-generative"
}
| 2,000 |
http://arxiv.org/abs/1602.03220v4
|
Discriminative Regularization for Generative Models
|
https://github.com/vdumoulin/discgen/blob/419687c218ac349586d12531764547560c8fe434/experiments/train_celeba_vae.py#L271
| 6 |
[
{
"area": "General",
"area_id": "general",
"collection": "Regularization"
}
] |
https://paperswithcode.com/method/seabourn-cruises-r-usa-contact-numbers-a-1
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}
| 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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{
"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 phase transitions in sparse spiked matrix estimation
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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
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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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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
| 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
|
https://paperswithcode.com/method/live-agent-what-is-the-24-hour-rule-for-klm
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[{#Live Agent}]What is the 24 hour rule for KLM?
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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/experts-dial-how-do-i-talk-to-a-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/direct-ttttt-como-solicitar-asistencia-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 | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/faq-s-can-i-use-whatsapp-on-an-airline
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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-dial-what-is-the-best-time-to-call
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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
| 16 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
},
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
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https://paperswithcode.com/method/hrank
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HRank
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{
"title": "HRank: Filter Pruning using High-Rank Feature Map",
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}
| 2,000 |
https://arxiv.org/abs/2002.10179v2
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HRank: Filter Pruning using High-Rank Feature Map
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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
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0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/live-agent-usa-can-you-change-a-lufthansa
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[
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}
| 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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[
{
"area": "General",
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[
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[
{
"area": "Computer Vision",
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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"
}
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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 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/faq-s-how-do-i-get-a-human-at-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": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/content-conditioned-style-encoder
|
Content-Conditioned Style Encoder
|
Content-Conditioned Style Encoder
|
The **Content-Conditioned Style Encoder**, or **COCO**, is a style encoder used for image-to-image translation in the [COCO-FUNIT](https://paperswithcode.com/method/coco-funit#) architecture. Unlike the style encoder in [FUNIT](https://arxiv.org/abs/1905.01723), COCO takes both content and style image as input. With this content conditioning scheme, we create a direct feedback path during learning to let the content image influence how the style code is computed. It also helps reduce the direct influence of the style image to the extract style code.
The bottom part of the Figure details architecture. First, the content image is fed into an encoder $E\_{S, C}$ to compute a spatial feature map. This content feature map is then mean-pooled and mapped to a vector $\zeta\_{c} .$ Similarly, the style image is fed into encoder $E\_{S, S}$ to compute a spatial feature map. The style feature map is then mean-pooled and concatenated with an input-independent bias vector: the constant style bias (CSB). Note that while the regular bias in deep networks is added to the activations, in CSB, the bias is concatenated with the activations. The CSB provides a fixed input to the style encoder, which helps compute a style code that is less sensitive to the variations in the style image.
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The COCO is used as a drop-in replacement for the style encoder in FUNIT. Let $\phi$ denote the COCO mapping. The translation output is then computed via
$$
z\_{c}=E\_{c}\left(x_{c}\right), z_{s}=\phi\left(E\_{s, s}\left(x_{s}\right), E\_{s, c}\left(x\_{c}\right)\right), \overline{\mathbf{x}}=F\left(z\_{c}, z\_{s}\right)
$$
The style code extracted by the COCO is more robust to variations in the style image. Note that we set $E\_{S, C} \equiv E\_{C}$ to keep the number of parameters in our model similar to that in FUNIT.
|
{
"title": "COCO-FUNIT: Few-Shot Unsupervised Image Translation with a Content Conditioned Style Encoder",
"url": "https://paperswithcode.com/paper/coco-funit-few-shot-unsupervised-image"
}
| 2,000 |
https://arxiv.org/abs/2007.07431v3
|
COCO-FUNIT: Few-Shot Unsupervised Image Translation with a Content Conditioned Style Encoder
| 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Image Model Blocks"
}
] |
|
https://paperswithcode.com/method/csppeleenet
|
CSPPeleeNet
|
CSPPeleeNet
|
**CSPPeleeNet** is a convolutional neural network and object detection backbone where we apply the Cross Stage Partial Network (CSPNet) approach to [PeleeNet](https://paperswithcode.com/method/peleenet). The CSPNet partitions the feature map of the base layer into two parts and then merges them through a cross-stage hierarchy. The use of a split and merge strategy allows for more gradient flow through the network.
|
{
"title": "CSPNet: A New Backbone that can Enhance Learning Capability of CNN",
"url": "https://paperswithcode.com/paper/cspnet-a-new-backbone-that-can-enhance"
}
| 2,000 |
https://arxiv.org/abs/1911.11929v1
|
CSPNet: A New Backbone that can Enhance Learning Capability of CNN
|
https://github.com/WongKinYiu/CrossStagePartialNetworks
| 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Convolutional Neural Networks"
}
] |
https://paperswithcode.com/method/cbnet
|
CBNet
|
Composite Backbone Network
|
**CBNet** is a backbone architecture that consists of multiple identical backbones (specially called Assistant Backbones and Lead Backbone) and composite connections between neighbor backbones. From left to right, the output of each stage in an Assistant Backbone, namely higher-level
features, flows to the parallel stage of the succeeding backbone as part of inputs through composite connections. Finally, the feature maps of the last backbone named Lead
Backbone are used for object detection. The features extracted by CBNet for object detection fuse the high-level and low-level features of multiple backbones, hence improve the detection performance.
|
{
"title": "CBNet: A Novel Composite Backbone Network Architecture for Object Detection",
"url": "https://paperswithcode.com/paper/cbnet-a-novel-composite-backbone-network"
}
| 2,000 |
https://arxiv.org/abs/1909.03625v1
|
CBNet: A Novel Composite Backbone Network Architecture for Object Detection
| null | 3 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Backbone Architectures"
}
] |
https://paperswithcode.com/method/capsule-network
|
Capsule Network
|
Capsule Network
|
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computations. Length of these activation vectors signifies the
probability of availability of a feature. Furthermore, the condition
of the recognized element is encoded as the direction in which
the vector is pointing. In traditional, CNN uses Max pooling for
invariance activities of neurons, which is nothing except a minor
change in input and the neurons of output signal will remains
same.
|
{
"title": "Dynamic Routing Between Capsules",
"url": "https://paperswithcode.com/paper/dynamic-routing-between-capsules"
}
| 2,000 |
http://arxiv.org/abs/1710.09829v2
|
Dynamic Routing Between Capsules
| null | 180 |
[
{
"area": "General",
"area_id": "general",
"collection": "Neural Architecture Search"
}
] |
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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/booking-how-do-i-talk-to-someone-on-singapore
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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 | 0 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/how-do-i-ask-a-question-at-expedia-helpline
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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
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 0 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/levit
|
LeVIT
|
LeVIT
|
**LeVIT** is a hybrid neural network for fast inference image classification. LeViT is a stack of [transformer blocks](https://paperswithcode.com/method/transformer), with [pooling steps](https://paperswithcode.com/methods/category/pooling-operation) to reduce the resolution of the activation maps as in classical [convolutional architectures](https://paperswithcode.com/methods/category/convolutional-neural-networks). This replaces the uniform structure of a Transformer by a pyramid with pooling, similar to the [LeNet](https://paperswithcode.com/method/lenet) architecture
|
{
"title": "LeViT: a Vision Transformer in ConvNet's Clothing for Faster Inference",
"url": "https://paperswithcode.com/paper/levit-a-vision-transformer-in-convnet-s"
}
| 2,000 |
https://arxiv.org/abs/2104.01136v2
|
LeViT: a Vision Transformer in ConvNet's Clothing for Faster Inference
| 2 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Vision Transformers"
}
] |
|
https://paperswithcode.com/method/faq-s-how-do-i-communicate-to-expedia-live
|
[FaQ's]How Do I Communicate to Expedia?{{LIVE!!GUIDE!!CENTRE}}
|
[FaQ's]How Do I Communicate to Expedia?{{LIVE!!GUIDE!!CENTRE}}
|
If you're trying to resolve a travel issue quickly, the most effective way to reach a live human at Expedia is by calling ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ(USA) or +๐-๐ ๐๐-๐๐๐-๐๐๐๐
. How do I get a human at Expedia? Connecting with an Expedia agent is simple. Call either +๐-๐ ๐๐-๐๐๐-๐๐๐๐
(USA) or ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ. to speak directly.30 Jun 2025
To communicate with Expedia,+๐-๐ ๐๐-๐๐๐-๐๐๐๐ you can use their website or app for live chat, call their customer service line,๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ or reach out via social media. For urgent matters like booking changes, cancellations, or refunds, calling is often the most efficient method.
+1-805-330-4056 Choose the booking you want to cancel and check if it's refundable. +1-805-330-4056 If it qualifies, cancel the trip online to initiate the refund. +1-805-330-4056 Non-refundable bookings may offer credits or alternate solutions.
To learn how do I connect with people on Expedia, simply call ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ for direct guidance. Whether it's customer service or your trip host, dial ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ to reach the right contact.
The fastest way to file a complaint is to call +๐-๐ ๐๐-๐๐๐-๐๐๐๐ and explain your issue directly. Whether you're dealing with incorrect charges, booking errors, or poor service +๐-๐ ๐๐-๐๐๐-๐๐๐๐ , calling ensures your complaint reaches the right department.
How do I ask a question at Expedia? To ask a question at Expedia, call their customer support at +(1):805:(330):4056 or +๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ. You can also use live chat, email, or find help articles on their website. For quicker responses, try reaching out via social media or through the Expedia app.
To get a human at Expedia, call their support team directly at๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ๏ผ. After dialing, follow the automated menu prompts and press โ0โ or say โrepresentativeโ to connect faster. +(1):805:(330):4056 If that doesn't work, wait through the menu until the system transfers you to an agent.
|
{
"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/span-based-dynamic-convolution
|
Span-Based Dynamic Convolution
|
Span-Based Dynamic Convolution
|
**Span-Based Dynamic Convolution** is a type of convolution used in the [ConvBERT](https://paperswithcode.com/method/convbert) architecture to capture local dependencies between tokens. Kernels are generated by taking in a local span of current token, which better utilizes local dependency and discriminates different meanings of the same token (e.g., if โaโ is in front of โcanโ in the input sentence, โcanโ is apparently a noun not a verb).
Specifically, with [classic convolution](https://paperswithcode.com/method/convolution), we would have fixed parameters shared for all input tokens. [Dynamic convolution](https://paperswithcode.com/method/dynamicconv) is therefore preferable because it has higher flexibility in capturing local dependencies of different tokens. Dynamic convolution uses a kernel generator to produce different kernels for different input tokens. However, such dynamic convolution cannot differentiate the same tokens within different context and
generate the same kernels (e.g., the three โcanโ in Figure (b)).
Therefore the span-based dynamic convolution is developed to produce more adaptive convolution kernels by receiving an input span instead of only a single token, which enables discrimination of generated kernels for the same tokens within different context. For example, as shown in Figure (c), span-based dynamic convolution produces different kernels for different โcanโ tokens.
|
{
"title": "ConvBERT: Improving BERT with Span-based Dynamic Convolution",
"url": "https://paperswithcode.com/paper/convbert-improving-bert-with-span-based"
}
| 2,000 |
https://arxiv.org/abs/2008.02496v3
|
ConvBERT: Improving BERT with Span-based Dynamic Convolution
| 6 |
[
{
"area": "Sequential",
"area_id": "sequential",
"collection": "Temporal Convolutions"
},
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Convolutions"
}
] |
|
https://paperswithcode.com/method/fragmentation
|
Fragmentation
|
Fragmentation
|
Given a pattern $P,$ that is more complicated than the patterns, we fragment $P$ into simpler patterns such that their exact count is known. In the subgraph GNN proposed earlier, look into the subgraph of the host graph. We have seen that this technique is scalable on large graphs. Also, we have seen that subgraph GNN is more expressive and efficient than traditional GNN. So, we tried to explore the expressibility when the pattern is fragmented into smaller subpatterns.
|
{
"title": "Improving Expressivity of Graph Neural Networks using Localization",
"url": "https://paperswithcode.com/paper/improving-expressivity-of-graph-neural-1"
}
| 2,000 |
https://arxiv.org/abs/2305.19659v3
|
Improving Expressivity of Graph Neural Networks using Localization
| null | 123 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Localization Models"
}
] |
https://paperswithcode.com/method/routing-transformer
|
Routing Transformer
|
Routing Transformer
|
The **Routing Transformer** is a [Transformer](https://paperswithcode.com/method/transformer) that endows self-attention with a sparse routing module based on online k-means. Each attention module considers a clustering of the space: the current timestep only attends to context belonging to the same cluster. In other word, the current time-step query is routed to a limited number of context through its cluster assignment.
|
{
"title": "Efficient Content-Based Sparse Attention with Routing Transformers",
"url": "https://paperswithcode.com/paper/efficient-content-based-sparse-attention-with-1"
}
| 2,000 |
https://arxiv.org/abs/2003.05997v5
|
Efficient Content-Based Sparse Attention with Routing Transformers
| null | 3 |
[
{
"area": "Natural Language Processing",
"area_id": "natural-language-processing",
"collection": "Autoregressive Transformers"
},
{
"area": "Natural Language Processing",
"area_id": "natural-language-processing",
"collection": "Transformers"
}
] |
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