Search Results - RepositoryStats

346

3.0k

mit

34

[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

1,484 commits to master branch, last one 24 days ago

Awesome-Model-Quantization Efficient-ML

220

2.1k

unknown

65

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

Created 2018-10-18

301 commits to master branch, last one about a month ago

Efficient-LLMs-Survey AIoT-MLSys-Lab

95

1.1k

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

659 commits to main branch, last one 15 days ago

Efficient-Deep-Learning MingSun-Tse

131

945

mit

52

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

219 commits to master branch, last one 13 days ago

efficient-dl-systems mryab

133

807

mit

13

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

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

efficient-gnns chaitjo

64

531

unknown

19

Code and resources on scalable and efficient Graph Neural Networks (TNNLS 2023)

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 2 years ago

Awesome-Generation-Acceleration xuyang-liu16

6

202

unknown

8

📚 Collection of awesome generation acceleration resources.

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

Created 2024-07-14

230 commits to main branch, last one a day ago

Diff-Pruning VainF

13

186

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 9 months ago

Awesome-Efficient-AIGC Efficient-ML

11

177

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

50 commits to main branch, last one 2 months ago

GreenMIM LayneH

6

174

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 2 years ago

DAPT LMD0311

6

170

apache-2.0

1

[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 6 months ago

efficientgaussian Sharath-girish

11

159

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 8 months ago

PointGST jerryfeng2003

12

152

apache-2.0

10

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

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

Created 2024-10-11

18 commits to main branch, last one 3 months ago

VTs-Drloc yhlleo

14

141

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

18 commits to master branch, last one 3 months ago

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

7

113

cc0-1.0

5

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

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

data_efficient_grammar gmh14

26

95

mit

3

[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 2 years ago

awesome-ai-tutorials FrancoisPorcher

21

90

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

72 commits to main branch, last one 3 months ago

MetaD2A HayeonLee

11

64

mit

3

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 8 months ago

HELP HayeonLee

7

63

mit

3

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 8 months ago

Awesome-Pruning-at-Initialization MingSun-Tse

1

59

mit

2

[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

DDSM EnVision-Research

1

59

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 about a year ago

FFN-pytorch BeSpontaneous

5

56

mit

1

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

DeepZero OPTML-Group

8

54

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 6 months ago

EfficientViM mlvlab

1

51

mit

6

[CVPR 25] Official Implementation (Pytorch) of "EfficientViM: Efficient Vision Mamba with Hidden State Mixer-based State Space Duality"

cvpr2025 vision-mamba computer-vision efficient-deep-learning

Created 2024-11-21

8 commits to main branch, last one 24 days ago

Awesome-Efficient-ViT MingSun-Tse

0

50

mit

3

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 2 years ago

MobileUNETR OSUPCVLab

5

50

unknown

1

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 5 months ago

Awesome-Token-level-Model-Compression xuyang-liu16

2

49

unknown

1

📚 Collection of token reduction for model compression resources.

token-merging token-pruning computer-vision model-compression token-compression model-acceleration efficient-deep-learning

Created 2024-12-04

189 commits to main branch, last one 2 days ago

deep-learning-bootcamp LauzHack

10

49

mit

7

LauzHack Deep Learning Bootcamp

deeprl deep-learning explainable-ai computer-vision audio-processing on-device-learning efficient-deep-learning natural-language-processing

Created 2024-06-05

59 commits to winter25 branch, last one about a month ago

Efficient-Diffusion-Model-Survey AIoT-MLSys-Lab

3

43

apache-2.0

1

Efficient Diffusion Models: A Survey

survey generative-ai diffusion-models efficient-deep-learning machine-learning-systems

Created 2024-05-31

192 commits to main branch, last one 8 days ago

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

1

40

unknown

3

[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 2 years ago