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efficient-deep-learning

Here are 82 public repositories matching this topic...

VainF / Torch-Pruning

[CVPR 2023] DepGraph: Towards Any Structural Pruning; LLMs, Vision Foundation Models, etc.

transformers vision pruning model-compression efficient-deep-learning llm

Updated Sep 7, 2025
Python

AIoT-MLSys-Lab / Efficient-LLMs-Survey

[TMLR 2024] Efficient Large Language Models: A Survey

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

Updated Jun 23, 2025

mryab / efficient-dl-systems

Efficient Deep Learning Systems course materials

machine-learning deep-learning cuda pytorch performance-optimization distributed-training ml-infrastructure mlops inference-optimization efficient-deep-learning ml-systems

Updated May 28, 2026
Jupyter Notebook

MingSun-Tse / Efficient-Deep-Learning

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

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

Updated Apr 4, 2025

chaitjo / efficient-gnns

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

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

Updated Feb 4, 2023
Python

xuyang-liu16 / Awesome-Generation-Acceleration

📚 Collection of awesome generation acceleration resources.

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

Updated Jul 7, 2025

jerryfeng2003 / PointGST

[IEEE TPAMI] Parameter-Efficient Fine-Tuning in Spectral Domain for Point Cloud Learning

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

Updated Apr 30, 2026
Python

fabiotosi92 / ZipDepth

[ECCV 2026] Official implementation of "ZipDepth: Bringing Lightweight Zero-Shot Monocular Depth Anywhere, on Any Device". A compact 6.1M-parameter network for zero-shot monocular depth estimation, running in real time from server GPUs to mobile phones via knowledge distillation from foundation models.

depth-estimation monocular-depth single-image-depth-prediction monocular-depth-estimation efficient-deep-learning single-image-to-3d embedded-deployment

Updated Aug 22, 2026
Python

VainF / Diff-Pruning

[NeurIPS 2023] Structural Pruning for Diffusion Models

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

Updated Jul 8, 2024
Python

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

📚 Collection of token-level model compression resources.

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

Updated Sep 3, 2025

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

[TMLR 2025] Efficient Diffusion Models: A Survey

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

Updated Dec 8, 2025

Sharath-girish / efficientgaussian

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

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

Updated Aug 19, 2024
C++

LayneH / GreenMIM

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

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

Updated Jan 16, 2023
Python

LMD0311 / DAPT

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

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

Updated Oct 11, 2024
Python

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

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

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

Updated Jun 8, 2026

yhlleo / VTs-Drloc

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

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

Updated Jan 1, 2025
Python

mlvlab / EfficientViM

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

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

Updated Apr 22, 2025
Python

LauzHack / deep-learning-bootcamp

LauzHack Deep Learning Bootcamp

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

Updated Jul 19, 2025
Jupyter Notebook

FrancoisPorcher / awesome-ai-tutorials

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

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

Updated Jul 17, 2025
Python

MessiX77 / Awesome-Efficient-dLLMs

[EMNLP 2026] 📚 A curated list of Awesome Efficient dLLMs Papers with Codes

diffusion model-compression multimodal system-framework inference-acceleration kv-cache efficient-deep-learning parallel-decoding training-efficiency diffusion-language-models multimodal-diffusion-language-models

Updated Sep 1, 2026

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