Search Results - RepositoryStats

335

2.7k

mit

37

[CVPR 2023] DepGraph: Towards Any Structural Pruning

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

Created 2019-12-15

1,442 commits to master branch, last one a day ago

Awesome-Model-Quantization Efficient-ML

206

1.9k

unknown

62

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

299 commits to master branch, last one 19 days ago

Efficient-LLMs-Survey AIoT-MLSys-Lab

86

1.0k

unknown

27

[TMLR 2024] Efficient Large Language Models: A Survey

survey generative-ai large-language-models efficient-deep-learning machine-learning-systems

Created 2023-04-18

645 commits to main branch, last one 11 days ago

Efficient-Deep-Learning MingSun-Tse

132

930

mit

54

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

217 commits to master branch, last one 2 months ago

efficient-dl-systems mryab

111

689

mit

14

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 8 months ago

efficient-gnns chaitjo

64

530

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

DAPT LMD0311

5

175

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

13 commits to main branch, last one about a month ago

GreenMIM LayneH

6

171

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

Diff-Pruning VainF

11

164

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

124 commits to main branch, last one 4 months ago

Awesome-Efficient-LLM-Diffusion Efficient-ML

12

153

unknown

5

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

Created 2023-05-22

49 commits to main branch, last one 19 days ago

VTs-Drloc yhlleo

14

139

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

efficientgaussian Sharath-girish

7

135

other

6

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

7 commits to main branch, last one 3 months ago

PointGST jerryfeng2003

11

117

apache-2.0

6

Parameter-Efficient Fine-Tuning in Spectral Domain for Point Cloud Learning

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

Created 2024-10-11

11 commits to main branch, last one 26 days ago

UPop sdc17

5

99

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 about a year ago

data_efficient_grammar gmh14

25

93

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

Awesome-Resource-Efficient-LLM-Papers tiingweii-shii

5

80

cc0-1.0

6

a curated list of high-quality papers on resource-efficient LLMs 🌱

survey generative-ai machine-learning resource-efficient large-language-models efficient-deep-learning machine-learning-systems

Created 2023-12-28

60 commits to main branch, last one 7 days ago

awesome-ai-tutorials FrancoisPorcher

19

72

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

68 commits to main branch, last one 2 months ago

MetaD2A HayeonLee

11

63

mit

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

22 commits to main branch, last one 3 months ago

HELP HayeonLee

7

60

mit

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

4 commits to main branch, last one 3 months 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 about a year ago

FFN-pytorch BeSpontaneous

5

55

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

1

52

mit

3

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 9 months ago

Awesome-Efficient-ViT MingSun-Tse

0

48

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

Awesome-Generation-Acceleration xuyang-liu16

1

43

unknown

3

📚 Collection of awesome generation acceleration resources.

aigc text-to-image text-to-video diffusion-models image-generation video-generation model-acceleration efficient-inference efficient-deep-learning

Created 2024-07-14

105 commits to main branch, last one 13 days ago

DeepZero OPTML-Group

5

43

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

13 commits to main branch, last one about a month ago

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

1

40

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

MobileUNETR OSUPCVLab

4

39

unknown

2

Official Implementation of MobileUNETR: A Lightweight End-To-End Hybrid Vision Transformer For Efficient Medical Image Segmentation (ECCV2024) (Oral)

isic-2016 isic-2017 isic-2018 ph2-dataset segmentation transformers efficient-deep-learning

Created 2024-08-22

30 commits to main branch, last one 8 days ago

TPP MingSun-Tse

2

31

unknown

3

[ICLR'23] Trainability Preserving Neural Pruning (PyTorch)

trainability regularization network-pruning model-compression efficient-deep-learning trainability-preserving-pruning

Created 2022-07-04

23 commits to master branch, last one about a year 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 2 years ago

Famba-V AIoT-MLSys-Lab

1

30

unknown

2

[2024 ECCV Workshop] Famba-V: Fast Vision Mamba with Cross-Layer Token Fusion

mamba-model large-language-models efficient-deep-learning

Created 2024-08-20

13 commits to main branch, last one about a month ago