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Torch-Pruning VainF

308

2.4k

mit

33

[CVPR 2023] Towards Any Structural Pruning; LLMs / SAM / Diffusion / Transformers / YOLOv8 / CNNs

pruning cvpr2023 depgraph channel-pruning network-pruning model-compression structural-pruning efficient-deep-learning

Created 2019-12-15

1,345 commits to master branch, last one 2 days ago

awesome-model-quantization htqin

201

1.7k

unknown

59

A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are continuously improving the project. Welcome to PR the works (pape...

awesome binarization quantization deep-learning binary-network model-compression model-acceleration model-quantization efficient-deep-learning binarized-neural-networks lightweight-neural-network

Created 2018-10-18

295 commits to master branch, last one 2 months ago

Efficient-Deep-Learning MingSun-Tse

129

911

mit

57

Collection of recent methods on (deep) neural network compression and acceleration.

deep-learning network-pruning model-compression deep-neural-networks knowledge-distillation efficient-deep-learning

Created 2018-09-16

215 commits to master branch, last one 10 hours ago

efficient-dl-systems mryab

96

609

mit

15

Efficient Deep Learning Systems course materials (HSE, YSDA)

cuda mlops pytorch deep-learning machine-learning ml-infrastructure distributed-training efficient-deep-learning

Created 2021-12-06

149 commits to main branch, last one 3 months ago

efficient-gnns chaitjo

63

526

unknown

20

Code and resources on scalable and efficient Graph Neural Networks

gnn contrastive-learning graph-neural-networks knowledge-distillation scalable-deep-learning efficient-deep-learning efficient-neural-networks graph-convolutional-networks graph-representation-learning

Created 2021-07-28

28 commits to main branch, last one about a year ago

GreenMIM LayneH

6

165

other

3

[NeurIPS2022] Official implementation of the paper 'Green Hierarchical Vision Transformer for Masked Image Modeling'.

pytorch vision-transformer masked-image-modeling efficient-deep-learning self-supervised-learning

Created 2022-05-26

10 commits to main branch, last one about a year ago

DAPT LMD0311

3

159

apache-2.0

2

[CVPR 2024] Dynamic Adapter Meets Prompt Tuning: Parameter-Efficient Transfer Learning for Point Cloud Analysis

cvpr2024 point-cloud 3d-point-clouds efficient-deep-learning

Created 2024-03-02

12 commits to main branch, last one 13 days ago

VTs-Drloc yhlleo

14

138

mit

4

NeurIPS 2021, Official codes for "Efficient Training of Visual Transformers with Small Datasets".

vision-transformer efficient-deep-learning self-supervised-learning

Created 2021-10-25

14 commits to master branch, last one about a year ago

Diff-Pruning VainF

8

138

apache-2.0

7

[NeurIPS 2023] Structural Pruning for Diffusion Models

pytorch network-pruning diffusion-models model-compression structured-pruning efficient-deep-learning

Created 2023-05-18

123 commits to main branch, last one 5 months ago

awesome-efficient-aigc htqin

11

114

unknown

4

A list of papers, docs, codes about efficient AIGC. This repo is aimed to provide the info for efficient AIGC research, including language and vision, we are continuously improving the project. Welcom...

llm aigc pruning distillation diffusion-models generative-model model-compression model-quantization large-language-models efficient-deep-learning

Created 2023-05-22

46 commits to main branch, last one 2 months ago

data_efficient_grammar gmh14

24

92

mit

2

[ICLR 2022] Data-Efficient Graph Grammar Learning for Molecular Generation

graph-learning formal-languages grammar-learning molecule-generation graph-neural-networks efficient-deep-learning symbolic-representation

Created 2022-01-22

28 commits to main branch, last one about a year ago

UPop sdc17

7

90

bsd-3-clause

5

[ICML 2023] UPop: Unified and Progressive Pruning for Compressing Vision-Language Transformers.

pruning sparsity framework structured weight-pruning image-captioning visual-reasoning model-compression vision-transformer multimodal-learning image-text-retrieval text-image-retrieval efficient-deep-learning visual-question-answering vision-language-transformer

Created 2023-05-27

146 commits to main branch, last one 7 months ago

efficientgaussian Sharath-girish

2

88

other

7

Official implementation of "EAGLES: Efficient Accelerated 3D Gaussians with Lightweight EncodingS"

compression computer-vision computer-graphics gaussian-splatting novel-view-synthesis efficient-deep-learning

Created 2023-12-05

3 commits to main branch, last one 6 months ago

MetaD2A HayeonLee

9

60

unknown

4

Official PyTorch implementation of "Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets" (ICLR 2021)

pytorch meta-learning machine-learning efficient-deep-learning neural-architecture-search

Created 2021-03-12

21 commits to main branch, last one 3 months ago

HELP HayeonLee

7

58

unknown

4

Official PyTorch Implementation of HELP: Hardware-adaptive Efficient Latency Prediction for NAS via Meta-Learning (NeurIPS 2021 Spotlight)

deep-learning meta-learning hardware-aware machine-learning efficient-deep-learning neural-architecture-search

Created 2021-10-20

3 commits to main branch, last one 2 years ago

Awesome-Pruning-at-Initialization MingSun-Tse

3

57

mit

3

[IJCAI'22 Survey] Recent Advances on Neural Network Pruning at Initialization.

model-compression neural-network-pruning efficient-deep-learning pruning-at-initialization

Created 2022-02-05

23 commits to master branch, last one 8 months ago

FFN-pytorch BeSpontaneous

5

52

mit

2

Frame Flexible Network (CVPR2023)

video-recognition action-recognition parameter-efficient efficient-deep-learning

Created 2023-03-22

8 commits to main branch, last one about a year ago

DDSM EnVision-Research

0

47

mit

2

Denoising Diffusion Step-aware Models (ICLR2024)

iclr2024 model-pruning diffusion-models image-generation efficient-deep-learning

Created 2023-11-29

16 commits to main branch, last one 4 months ago

Awesome-Efficient-ViT MingSun-Tse

0

46

mit

5

Recent Advances on Efficient Vision Transformers

transformers fast-attention model-compression vision-transformers efficient-deep-learning attention-is-all-you-need efficient-vision-transformers

Created 2022-09-30

8 commits to master branch, last one about a year ago

Why-the-State-of-Pruning-so-Confusing MingSun-Tse

1

39

unknown

5

[Preprint] Why is the State of Neural Network Pruning so Confusing? On the Fairness, Comparison Setup, and Trainability in Network Pruning

sparsity network-pruning model-compression efficient-deep-learning

Created 2022-12-11

20 commits to master branch, last one about a year ago

awesome-ai-tutorials FrancoisPorcher

12

36

unknown

1

The best collection of AI tutorials to make you a boss of Data Science!

ai llm cloud mlops tutorial technology programming data-science cloud-computing computer-vision bayesian-inference artificial-intelligence efficient-deep-learning natural-language-processing

Created 2023-07-06

57 commits to main branch, last one 5 months ago

Smile-Pruning MingSun-Tse

1

30

unknown

5

A generic code base for neural network pruning, especially for pruning at initialization.

model-compression neural-network-pruning efficient-deep-learning pruning-at-initialization

Created 2022-02-06

454 commits to master branch, last one about a year ago

DeepZero OPTML-Group

3

27

mit

1

[ICLR'24] "DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training" by Aochuan Chen*, Yimeng Zhang*, Jinghan Jia, James Diffenderfer, Jiancheng Liu, Konstantinos Parasyris, Yihua Zhang,...

ai4science blackbox-optimization efficient-deep-learning zeroth-order-optimization

Created 2023-11-01

12 commits to main branch, last one 3 months ago