AISystem 主要是指AI系统，包括AI芯片、AI编译器、AI推理和训练框架等AI全栈底层技术

🚀 Awesome System for Machine Learning ⚡️ AI System Papers and Industry Practice. ⚡️ System for Machine Learning, LLM (Large Language Model), GenAI (Generative AI). 🍻 OSDI, NSDI, SIGCOMM, SoCC, MLSys, etc. 🗃️ Llama3, Mistral, etc. 🧑‍💻 Video Tutorials.

[ICLR2025 Spotlight] SVDQuant: Absorbing Outliers by Low-Rank Components for 4-Bit Diffusion Models

Lightning-Fast RL for LLM Reasoning and Agents. Made Simple & Flexible.

[ICLR2025, ICML2025, NeurIPS2025 Spotlight] Quantized Attention achieves speedup of 2-5x compared to FlashAttention, without lossing end-to-end metrics across language, image, and video models.

ComfyUI Plugin of Nunchaku

[ICML2025] SpargeAttention: A training-free sparse attention that accelerates any model inference.

A model compilation solution for various hardware

FedScale is a scalable and extensible open-source federated learning (FL) platform.

Measure and optimize the energy consumption of your AI applications!

The repository has collected a batch of noteworthy MLSys bloggers (Algorithms/Systems)

Machine Learning Framework for Operating Systems - Brings ML to Linux kernel

An acceleration library that supports arbitrary bit-width combinatorial quantization operations

🤖FFPA: Extend FlashAttention-2 with Split-D, ~O(1) SRAM complexity for large headdim, 1.8x~3x↑🎉 vs SDPA EA.

A scalable & efficient active learning/data selection system for everyone.

A ChatGPT(GPT-3.5) & GPT-4 Workload Trace to Optimize LLM Serving Systems

Optimal Sparse Decision Trees

SLA: Beyond Sparsity in Diffusion Transformers via Fine-Tunable Sparse–Linear Attention

Materials for my 2021 NYU class on NLP and ML Systems (Master of Engineering).

Federated Learning Systems Paper List