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|---|---|---|---|---|---|---|---|---|---|---|
https://paperswithcode.com/method/rem
|
REM
|
Random Ensemble Mixture
|
Random Ensemble Mixture (REM) is an easy to implement extension of [DQN](https://paperswithcode.com/method/dqn) inspired by [Dropout](https://paperswithcode.com/method/dropout). The key intuition behind REM is that if one has access to multiple estimates of Q-values, then a weighted combination of the Q-value estimates is also an estimate for Q-values. Accordingly, in each training step, REM randomly combines multiple Q-value estimates and uses this random combination for robust training.
|
{
"title": "An Optimistic Perspective on Offline Reinforcement Learning",
"url": "https://paperswithcode.com/paper/striving-for-simplicity-in-off-policy-deep"
}
| 2,000 |
https://arxiv.org/abs/1907.04543v4
|
An Optimistic Perspective on Offline Reinforcement Learning
| null | 48 |
[
{
"area": "Reinforcement Learning",
"area_id": "reinforcement-learning",
"collection": "Randomized Value Functions"
},
{
"area": "Reinforcement Learning",
"area_id": "reinforcement-learning",
"collection": "Off-Policy TD Control"
},
{
"area": "Reinforcement Learning",
"area_id": "reinforcement-learning",
"collection": "Q-Learning Networks"
}
] |
https://paperswithcode.com/method/neural-tangent-transfer
|
Neural Tangent Transfer
|
Neural Tangent Transfer
|
**Neural Tangent Transfer**, or **NTT**, is a method for finding trainable sparse networks in a label-free manner. Specifically, NTT finds sparse networks whose training dynamics, as characterized by the neural tangent kernel, mimic those of dense networks in function space.
|
{
"title": "Finding trainable sparse networks through Neural Tangent Transfer",
"url": "https://paperswithcode.com/paper/finding-trainable-sparse-networks-through"
}
| 2,000 |
https://arxiv.org/abs/2006.08228v2
|
Finding trainable sparse networks through Neural Tangent Transfer
| 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "Sparsity"
}
] |
|
https://paperswithcode.com/method/gpipe
|
GPipe
|
GPipe
|
**GPipe** is a distributed model parallel method for neural networks. With GPipe, each model can be specified as a sequence of layers, and consecutive groups of layers can be partitioned into cells. Each cell is then placed on a separate accelerator. Based on this partitioned setup, batch splitting is applied. A mini-batch of training examples is split into smaller micro-batches, then the execution of each set of micro-batches is pipelined over cells. Synchronous mini-batch gradient descent is applied for training, where gradients are accumulated across all micro-batches in a mini-batch and applied at the end of a mini-batch.
|
{
"title": "GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism",
"url": "https://paperswithcode.com/paper/gpipe-efficient-training-of-giant-neural"
}
| 2,000 |
https://arxiv.org/abs/1811.06965v5
|
GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism
|
https://github.com/kakaobrain/torchgpipe/blob/a1b4ee25574864e7650e7905a69ce156da9752ec/torchgpipe/gpipe.py#L134
| 7 |
[
{
"area": "General",
"area_id": "general",
"collection": "Synchronous Pipeline Parallel"
},
{
"area": "General",
"area_id": "general",
"collection": "Model Parallel Methods"
},
{
"area": "General",
"area_id": "general",
"collection": "Distributed Methods"
}
] |
https://paperswithcode.com/method/how-to-speak-directly-in-robinhood-call-1-844-1
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/faq-s-helpline-what-is-the-seabourn-refund
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[FaQ`s`HeLpline]What is the Seabourn refund policy?
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[FaQ`s`HeLpline]What is the Seabourn refund policy?
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For specifics on the policy applicable to your booking, consult your Cruise Contract.
|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/faqs-live-process-what-is-the-phone-number
|
[[FAQS-Live-Process]] What is the phone number for Royal Caribbean Group travel agent?
|
[[FAQS-Live-Process]] What is the phone number for Royal Caribbean Group travel agent?
|
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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/fixup-initialization
|
Fixup Initialization
|
Fixup Initialization
|
**FixUp Initialization**, or **Fixed-Update Initialization**, is an initialization method that rescales the standard initialization of [residual branches](https://paperswithcode.com/method/residual-block) by adjusting for the network architecture. Fixup aims to enables training very deep [residual networks](https://paperswithcode.com/method/resnet) stably at a maximal learning rate without [normalization](https://paperswithcode.com/methods/category/normalization).
The steps are as follows:
1. Initialize the classification layer and the last layer of each residual branch to 0.
2. Initialize every other layer using a standard method, e.g. [Kaiming Initialization](https://paperswithcode.com/method/he-initialization), and scale only the weight layers inside residual branches by $L^{\frac{1}{2m-2}}$.
3. Add a scalar multiplier (initialized at 1) in every branch and a scalar bias (initialized at 0) before each [convolution](https://paperswithcode.com/method/convolution), [linear](https://paperswithcode.com/method/linear-layer), and element-wise activation layer.
|
{
"title": "Fixup Initialization: Residual Learning Without Normalization",
"url": "https://paperswithcode.com/paper/fixup-initialization-residual-learning"
}
| 2,000 |
http://arxiv.org/abs/1901.09321v2
|
Fixup Initialization: Residual Learning Without Normalization
| 2 |
[
{
"area": "General",
"area_id": "general",
"collection": "Initialization"
}
] |
|
https://paperswithcode.com/method/assistance-how-do-i-call-people-in-qatar
|
Assistance-How do I call people in Qatar?
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Assistance-How do I call people in Qatar?
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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/cot-prompting
|
CoT Prompting
|
Chain-of-thought prompting
|
Chain-of-thought prompts contain a series of intermediate reasoning steps, and they are shown to significantly improve the ability of large language models to perform certain tasks that involve complex reasoning (e.g., arithmetic, commonsense reasoning, symbolic reasoning, etc.)
|
{
"title": "Chain-of-Thought Prompting Elicits Reasoning in Large Language Models",
"url": "https://paperswithcode.com/paper/chain-of-thought-prompting-elicits-reasoning"
}
| 2,000 |
https://arxiv.org/abs/2201.11903v6
|
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
| null | 78 |
[
{
"area": "General",
"area_id": "general",
"collection": "Prompt Engineering"
}
] |
https://paperswithcode.com/method/faqs-guide-how-do-i-contact-ncl-customer
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|
{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/how-do-i-verify-my-identity-on-coinspot-call
|
[Faqs*Refund]Does Expedia actually give refunds?
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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/expert-seaborun-how-do-i-cancel-my-seabourn
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[[ExPerT~Seaborun]] How do I cancel my Seabourn cruise?
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[[ExPerT~Seaborun]] How do I cancel my Seabourn 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
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/what-is-the-cancellation-policy-for-celebrity-4
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What is the cancellation policy for Celebrity Cruises?{[FAQs~custOmer service]}
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What is the cancellation policy for Celebrity Cruises?{[FAQs~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 | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/how-do-i-contact-oceania-cruises-refund
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How do I contact oceania cruises refund policy?
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How do I contact oceania cruises refund policy?
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Here's a more detailed breakdown:
1. Phone:
Call 1-855-OCEANIA (1-855-732-4023) for immediate assistance with bookings, changes, or urgent travel needs.
Have your booking reference, SkyMiles number, and travel details ready for faster service.
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Phone:
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General Customer Service: Call 855-OCEANIA (855-732-4023).
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|
{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/expert-guide-when-can-i-cancel-my-disney
|
【ExPerT~GuidE】When can I cancel my Disney Cruise without penalty?
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【ExPerT~GuidE】When can I cancel my Disney Cruise without penalty?
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/how-to-speak-directly-to-robinhood-support-4
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/how-do-i-contact-celebrity-cruises-customer-1
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How do I contact Celebrity Cruises customer service?{[FAQs~24/7^HeLp@}
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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/local-patch-interaction
|
Local Patch Interaction
|
Local Patch Interaction
|
**Local Patch Interaction**, or **LPI**, is a module used for the [XCiT layer](https://paperswithcode.com/method/xcit-layer) to enable explicit communication across patches. LPI consists of two [depth-wise 3×3 convolutional layers](https://paperswithcode.com/method/depthwise-convolution) with [Batch Normalization](https://paperswithcode.com/method/batch-normalization) and [GELU](https://paperswithcode.com/method/gelu) non-linearity in between. Due to its depth-wise structure, the LPI block has a negligible overhead in terms of parameters, as well as a limited overhead in terms of throughput and memory usage during inference.
|
{
"title": "XCiT: Cross-Covariance Image Transformers",
"url": "https://paperswithcode.com/paper/xcit-cross-covariance-image-transformers"
}
| 2,000 |
https://arxiv.org/abs/2106.09681v2
|
XCiT: Cross-Covariance Image Transformers
| 4 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Image Model Blocks"
}
] |
|
https://paperswithcode.com/method/swav
|
SwAV
|
Swapping Assignments between Views
|
**SwaV**, or **Swapping Assignments Between Views**, is a self-supervised learning approach that takes advantage of contrastive methods without requiring to compute pairwise comparisons. Specifically, it simultaneously clusters the data while enforcing consistency between cluster assignments produced for different augmentations (or views) of the same image, instead of comparing features directly as in contrastive learning. Simply put, SwaV uses a swapped prediction mechanism where we predict the cluster assignment of a view from the representation of another view.
|
{
"title": "Unsupervised Learning of Visual Features by Contrasting Cluster Assignments",
"url": "https://paperswithcode.com/paper/unsupervised-learning-of-visual-features-by"
}
| 2,000 |
https://arxiv.org/abs/2006.09882v5
|
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments
|
https://github.com/facebookresearch/swav
| 55 |
[
{
"area": "General",
"area_id": "general",
"collection": "Self-Supervised Learning"
}
] |
https://paperswithcode.com/method/quick-respond-how-can-i-get-alaska-airlines
|
【Quick_Respond】 How can I get Alaska Airlines to respond?
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【Quick_Respond】 How can I get Alaska Airlines to respond?
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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/live-agent-how-to-get-a-discount-on-united
|
{{#@Live~Agent}}How to get a discount on United Airlines?
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{{#@Live~Agent}}How to get a discount on United 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 | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/nam
|
NAM
|
Neural Additive Model
|
**Neural Additive Models (NAMs)** make restrictions on the structure of neural networks, which yields a family of models that are inherently interpretable while suffering little loss in prediction accuracy when applied to tabular data. Methodologically, NAMs belong to a larger model family called Generalized Additive Models (GAMs).
NAMs learn a linear combination of networks that each attend to a single input feature: each $f\_{i}$ in the traditional GAM formulationis parametrized by a neural network. These networks are trained jointly using backpropagation and can learn arbitrarily complex shape functions. Interpreting NAMs is easy as the impact of a feature on the prediction does not rely on the other features and can be understood by visualizing its corresponding shape function (e.g., plotting $f\_{i}\left(x\_{i}\right)$ vs. $x\_{i}$).
|
{
"title": "Neural Additive Models: Interpretable Machine Learning with Neural Nets",
"url": "https://paperswithcode.com/paper/neural-additive-models-interpretable-machine"
}
| 2,000 |
https://arxiv.org/abs/2004.13912v2
|
Neural Additive Models: Interpretable Machine Learning with Neural Nets
|
https://github.com/google-research/google-research/tree/master/neural_additive_models
| 18 |
[
{
"area": "General",
"area_id": "general",
"collection": "Interpretability"
},
{
"area": "General",
"area_id": "general",
"collection": "Generalized Additive Models"
}
] |
https://paperswithcode.com/method/pp-yolo
|
PP-YOLO
|
PP-YOLO
|
**PP-YOLO** is an object detector based on [YOLOv3](https://paperswithcode.com/method/yolov3). It mainly tries to combine various existing tricks that almost not increase the number of model parameters and FLOPs, to achieve the goal of improving the accuracy of detector as much as possible while ensuring that the speed is almost unchanged. Some of these changes include:
- Changing the [DarkNet-53](https://paperswithcode.com/method/darknet-53) backbone with ResNet50-vd. Some of the convolutional layers in ResNet50-vd are also replaced with [deformable convolutional layers](https://paperswithcode.com/method/deformable-convolution).
- A larger batch size is used - changing from 64 to 192.
- An exponentially moving average is used for the parameters.
- [DropBlock](https://paperswithcode.com/method/dropblock) is applied to the [FPN](https://paperswithcode.com/method/fpn).
- An IoU loss is used.
- An IoU prediction branch is added to measure the accuracy of localization.
- [Grid Sensitive](https://paperswithcode.com/method/grid-sensitive) is used, similar to [YOLOv4](https://paperswithcode.com/method/yolov4).
- [Matrix NMS](https://paperswithcode.com/method/matrix-nms) is used.
- [CoordConv](https://paperswithcode.com/method/coordconv) is used for the [FPN](https://paperswithcode.com/method/fpn), replacing the 1x1 convolution layer, and also the first convolution layer in the detection head.
- [Spatial Pyramid Pooling](https://paperswithcode.com/method/spatial-pyramid-pooling) is used for the top feature map.
|
{
"title": "PP-YOLO: An Effective and Efficient Implementation of Object Detector",
"url": "https://paperswithcode.com/paper/pp-yolo-an-effective-and-efficient"
}
| 2,000 |
https://arxiv.org/abs/2007.12099v3
|
PP-YOLO: An Effective and Efficient Implementation of Object Detector
| 4 |
[
{
"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/how-do-i-complete-coinspot-verification-61-3-1
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How do I complete CoinSpot verification?+61-3-5929-4808
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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/travel-guide-r-tmhow-to-reserve-a-flight-on
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[[Travel-Guide®]]™How to reserve a flight on Qatar Airways?
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[[Travel-Guide®]]™How to reserve a flight 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"
}
] |
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