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@mit-han-lab

MIT HAN Lab

Efficient AI Computing. PI: Song Han

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  1. streaming-llm streaming-llm Public

    [ICLR 2024] Efficient Streaming Language Models with Attention Sinks

    Python 6.8k 377

  2. llm-awq llm-awq Public

    [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

    Python 2.8k 232

  3. efficientvit efficientvit Public

    Efficient vision foundation models for high-resolution generation and perception.

    Python 2.7k 213

  4. bevfusion bevfusion Public archive

    [ICRA'23] BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View Representation

    Python 2.5k 446

  5. temporal-shift-module temporal-shift-module Public

    [ICCV 2019] TSM: Temporal Shift Module for Efficient Video Understanding

    Python 2.1k 420

  6. once-for-all once-for-all Public

    [ICLR 2020] Once for All: Train One Network and Specialize it for Efficient Deployment

    Python 1.9k 339

Repositories

Showing 10 of 58 repositories
  • nunchaku Public

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

    mit-han-lab/nunchaku’s past year of commit activity
    Cuda 733 Apache-2.0 49 42 (2 issues need help) 3 Updated Feb 25, 2025
  • torchsparse Public

    [MICRO'23, MLSys'22] TorchSparse: Efficient Training and Inference Framework for Sparse Convolution on GPUs.

    mit-han-lab/torchsparse’s past year of commit activity
    Cuda 1,272 MIT 149 32 2 Updated Feb 24, 2025
  • torchquantum Public

    A PyTorch-based framework for Quantum Classical Simulation, Quantum Machine Learning, Quantum Neural Networks, Parameterized Quantum Circuits with support for easy deployments on real quantum computers.

    mit-han-lab/torchquantum’s past year of commit activity
    Jupyter Notebook 1,402 MIT 213 61 (4 issues need help) 9 Updated Feb 21, 2025
  • omniserve Public

    [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Serving with Unified Sparse Attention

    mit-han-lab/omniserve’s past year of commit activity
    C++ 551 Apache-2.0 33 36 4 Updated Feb 21, 2025
  • VisCompare Public

    A WebUI for Side-by-Side Comparison of Media (Images/Videos) Across Multiple Folders

    mit-han-lab/VisCompare’s past year of commit activity
    Python 20 Apache-2.0 2 0 0 Updated Feb 20, 2025
  • deepcompressor Public

    Model Compression Toolbox for Large Language Models and Diffusion Models

    mit-han-lab/deepcompressor’s past year of commit activity
    Python 347 Apache-2.0 26 31 0 Updated Feb 21, 2025
  • Block-Sparse-Attention Public

    A sparse attention kernel supporting mix sparse patterns

    mit-han-lab/Block-Sparse-Attention’s past year of commit activity
    C++ 148 BSD-3-Clause 4 5 0 Updated Feb 12, 2025
  • llm-awq Public

    [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

    mit-han-lab/llm-awq’s past year of commit activity
    Python 2,782 MIT 232 148 8 Updated Feb 11, 2025
  • duo-attention Public

    [ICLR 2025] DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads

    mit-han-lab/duo-attention’s past year of commit activity
    Python 429 MIT 26 9 0 Updated Feb 10, 2025
  • efficientvit Public

    Efficient vision foundation models for high-resolution generation and perception.

    mit-han-lab/efficientvit’s past year of commit activity
    Python 2,668 Apache-2.0 213 102 0 Updated Jan 25, 2025
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