"model-acceleration" Awesome Lists
Awesome-Pruning
A curated list of neural network pruning resources.
awesome-list model-acceleration model-compression pruning
2,476 stars
332 forks
285 projects
Last updated: 29 Sep 2025
Awesome-Model-Quantization
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 (papers, repositories) that are missed by the repo.
awesome binarized-neural-networks binary-network deep-learning efficient-deep-learning lightweight-neural-network model-acceleration model-compression model-quantization quantization
2,237 stars
227 forks
529 projects
Last updated: 16 Oct 2025
awesome-AutoML-and-Lightweight-Models
A list of high-quality (newest) AutoML works and lightweight models including 1.) Neural Architecture Search, 2.) Lightweight Structures, 3.) Model Compression, Quantization and Acceleration, 4.) Hyperparameter Optimization, 5.) Automated Feature Engineering.
architecture-search automated-feature-engineering automl awesome-list hyperparameter-optimization meta-learning model-acceleration model-compression nas neural-architecture-search
853 stars
158 forks
150 projects
Last updated: 09 Oct 2025
Awesome-Generation-Acceleration
📚 Collection of awesome generation acceleration resources.
diffusion-models efficient-deep-learning efficient-inference image-generation model-acceleration text-to-image text-to-video video-generation
333 stars
9 forks
102 projects
Last updated: 11 Sep 2025
awesome-multimodal-token-compression
Survey: https://arxiv.org/pdf/2507.20198
awesome-list efficient-ai efficient-mllm long-context mllm model-acceleration token-compression
140 stars
11 forks
135 projects
Last updated: 21 Sep 2025
Awesome-EdgeAI
Resources of our survey paper "Optimizing Edge AI: A Comprehensive Survey on Data, Model, and System Strategies"
awesome-list data-preprocessing deep-learning edge-ai edge-computing efficient-algorithm machine-learning model-acceleration model-compression model-deployment
92 stars
9 forks
289 projects
Last updated: 05 Sep 2025