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    51 repositories

    • PostDiff

      Public
      [ICCV 2025] Fewer Denoising Steps or Cheaper Per-Step Inference: Towards Compute-Optimal Diffusion Model Deployment
      text-to-imageefficient-inferencediffusion-models
      text-to-imageefficient-inferencediffusion-models
      Python
      •0•5•0•0•Updated Feb 3, 2026Feb 3, 2026

    • LaCache

      Public
      [ICML 2025] LaCache: Ladder-Shaped KV Caching for Efficient Long-Context Modeling of Large Language Models
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •2•18•0•0•Updated Nov 4, 2025Nov 4, 2025

    • LAMB

      Public
      Python
      •0•4•1•0•Updated Aug 26, 2025Aug 26, 2025

    • Early-Bird-Diffusion

      Public
      [CVPR 2025] "Early-Bird Diffusion: Investigating and Leveraging Timestep-Aware Early-Bird Tickets in Diffusion Models for Efficient Training" by Lexington Whale…
      diffusion-modelspruning-algorithmsefficient-machine-learning
      diffusion-modelspruning-algorithmsefficient-machine-learning
      Python
      •0•3•0•0•Updated Aug 24, 2025Aug 24, 2025

    • DiffCR

      Public
      Layer- and Timestep-Adaptive Differentiable Token Compression Ratios for Efficient Diffusion Transformers
      Python
      •
      Apache License 2.0
      •2•10•2•0•Updated May 19, 2025May 19, 2025

    • LongMamba

      Public
      A training-free method for extending the context length of SSMs (State Space Models) and hybrid architectures.
      Python
      •1•12•1•0•Updated Apr 26, 2025Apr 26, 2025

    • torchshiftadd

      Public
      An open-sourced PyTorch library for developing energy efficient multiplication-less models and applications.
      Python
      •
      Apache License 2.0
      •0•14•0•0•Updated Feb 3, 2025Feb 3, 2025

    • Omni-Recon

      Public
      [ECCV 2024 Oral] "Omni-Recon: Harnessing Image-based Rendering for General-Purpose Neural Radiance Fields" by Yonggan Fu, Huaizhi Qu, Zhifan Ye, Chaojian Li, Ke…
      surface-reconstructionnerf3d-reconstruction
      surface-reconstructionnerf3d-reconstructionreal-time-renderinggeneralizable-nerf
      Python
      •
      MIT License
      •0•8•1•0•Updated Dec 14, 2024Dec 14, 2024

    • AmoebaLLM

      Public
      [NeurIPS 2024] "AmoebaLLM: Constructing Any-Shape Large Language Models for Efficient and Instant Deployment" by Yonggan Fu, Zhongzhi Yu, Junwei Li, Jiayi Qian,…
      language-modelefficient-llm-inference
      language-modelefficient-llm-inference
      Python
      •
      MIT License
      •3•19•0•0•Updated Dec 13, 2024Dec 13, 2024

    • ShiftAddLLM

      Public
      ShiftAddLLM: Accelerating Pretrained LLMs via Post-Training Multiplication-Less Reparameterization
      Python
      •
      Apache License 2.0
      •18•112•5•0•Updated Oct 15, 2024Oct 15, 2024

    • mg-verilog

      Public
      Python
      •
      MIT License
      •11•55•0•0•Updated Oct 8, 2024Oct 8, 2024

    • LLM4HWDesign_Starting_Toolkit

      Public
      LLM4HWDesign Starting Toolkit
      Python
      •4•19•1•0•Updated Oct 4, 2024Oct 4, 2024

    • ACT

      Public
      [ICML 2024] Unveiling and Harnessing Hidden Attention Sinks: Enhancing Large Language Models without Training through Attention Calibration
      Python
      •1•45•2•0•Updated Jun 30, 2024Jun 30, 2024

    • Edge-LLM

      Public
      [DAC 2024] EDGE-LLM: Enabling Efficient Large Language Model Adaptation on Edge Devices via Layerwise Unified Compression and Adaptive Layer Tuning and Voting
      Python
      •10•85•2•0•Updated Jun 30, 2024Jun 30, 2024

    • Linearized-LLM

      Public
      [ICML 2024] When Linear Attention Meets Autoregressive Decoding: Towards More Effective and Efficient Linearized Large Language Models
      Python
      •
      Apache License 2.0
      •3•35•1•0•Updated Jun 12, 2024Jun 12, 2024

    • Castling-ViT

      Public
      [CVPR 2023] Castling-ViT: Compressing Self-Attention via Switching Towards Linear-Angular Attention During Vision Transformer Inference
      Python
      •
      Apache License 2.0
      •1•30•1•0•Updated Mar 14, 2024Mar 14, 2024

    • NeRFool

      Public
      [ICML 2023] "NeRFool: Uncovering the Vulnerability of Generalizable Neural Radiance Fields against Adversarial Perturbations" by Yonggan Fu, Ye Yuan, Souvik Kun…
      adversarial-robustnessneural-radiance-fields
      adversarial-robustnessneural-radiance-fields
      Python
      •
      MIT License
      •1•18•0•0•Updated Mar 10, 2024Mar 10, 2024

    • CPT

      Public
      [ICLR 2021 Spotlight] "CPT: Efficient Deep Neural Network Training via Cyclic Precision" by Yonggan Fu, Han Guo, Meng Li, Xin Yang, Yining Ding, Vikas Chandra, …
      pytorchquantizationefficient-training
      pytorchquantizationefficient-traininglow-precision-training
      Python
      •
      MIT License
      •6•31•2•1•Updated Mar 2, 2024Mar 2, 2024

    • ShiftAddViT

      Public
      [NeurIPS 2023] ShiftAddViT: Mixture of Multiplication Primitives Towards Efficient Vision Transformer
      Python
      •
      Apache License 2.0
      •0•30•1•0•Updated Dec 6, 2023Dec 6, 2023

    • TinyML2023EIC-Gatech-Open

      Public
      C
      •0•6•0•0•Updated Oct 19, 2023Oct 19, 2023

    • BNS-GCN

      Public
      [MLSys 2022] "BNS-GCN: Efficient Full-Graph Training of Graph Convolutional Networks with Partition-Parallelism and Random Boundary Node Sampling" by Cheng Wan,…
      samplinggraph-convolutional-networksdistributed-training
      samplinggraph-convolutional-networksdistributed-traininggraph-neural-networks
      Python
      •
      MIT License
      •14•56•0•0•Updated Oct 6, 2023Oct 6, 2023

    • S3-Router

      Public
      [NeurIPS 2022] "Losses Can Be Blessings: Routing Self-Supervised Speech Representations Towards Efficient Multilingual and Multitask Speech Processing" by Yongg…
      self-supervised-learningautomated-speech-recognitionasr-pruning
      self-supervised-learningautomated-speech-recognitionasr-pruning
      Python
      •
      MIT License
      •2•17•1•0•Updated Sep 19, 2023Sep 19, 2023

    • ViTCoD

      Public
      [HPCA 2023] ViTCoD: Vision Transformer Acceleration via Dedicated Algorithm and Accelerator Co-Design
      Python
      •
      Apache License 2.0
      •14•129•3•0•Updated Jun 27, 2023Jun 27, 2023

    • Hint-Aug

      Public
      Python
      •
      MIT License
      •0•5•0•0•Updated Jun 25, 2023Jun 25, 2023

    • HW-NAS-Bench

      Public
      [ICLR 2021] HW-NAS-Bench: Hardware-Aware Neural Architecture Search Benchmark
      Python
      •
      MIT License
      •20•117•2•0•Updated Apr 18, 2023Apr 18, 2023

    • HALO

      Public
      The official code for [ECCV2020] "HALO: Hardware-aware Learning to Optimize"
      Python
      •
      MIT License
      •1•10•0•0•Updated Mar 22, 2023Mar 22, 2023

    • PipeGCN

      Public
      [ICLR 2022] "PipeGCN: Efficient Full-Graph Training of Graph Convolutional Networks with Pipelined Feature Communication" by Cheng Wan, Youjie Li, Cameron R. Wo…
      graph-convolutional-networksdistributed-traininggraph-neural-networks
      graph-convolutional-networksdistributed-traininggraph-neural-networks
      Python
      •
      MIT License
      •6•34•0•0•Updated Mar 15, 2023Mar 15, 2023

    • ViTALiTy

      Public
      ViTALiTy (HPCA'23) Code Repository
      Python
      •
      Apache License 2.0
      •7•23•2•0•Updated Mar 13, 2023Mar 13, 2023

    • Spline-EB

      Public
      [TMLR] Max-Affine Spline Insights Into Deep Network Pruning
      Python
      •
      MIT License
      •0•1•0•0•Updated Nov 12, 2022Nov 12, 2022

    • TinyML-Contest-Solution

      Public
      7•11•0•0•Updated Oct 27, 2022Oct 27, 2022
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