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@LINs-lab LINs Lab @ Westlake University

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    26 repositories

    • course_machine_learning

      Public
      TeX
      •2•20•0•0•Updated Sep 17, 2025Sep 17, 2025

    • Research_Methodology_of_Computer_Science_and_Technology

      Public
      Graduate Course at Westlake University
      1•48•0•0•Updated Sep 17, 2025Sep 17, 2025

    • LINs-lab.github.io

      Public
      JavaScript
      •
      MIT License
      •0•1•0•0•Updated Aug 30, 2025Aug 30, 2025

    • MASArena

      Public
      A comprehensive framework for benchmarking single and multi-agent systems across a wide range of tasks—evaluating performance, accuracy, and efficiency with built-in visualization and tool integration.
      Python
      •
      MIT License
      •9•31•11•1•Updated Aug 21, 2025Aug 21, 2025

    • client2vec

      Public
      [ICCV 2025] Client2Vec: Improving Federated Learning by Distribution Shifts Aware Client Indexing
      Python
      •
      GNU General Public License v2.0
      •0•2•0•0•Updated Jul 21, 2025Jul 21, 2025

    • DynMoE

      Public
      [ICLR 2025] Dynamic Mixture of Experts: An Auto-Tuning Approach for Efficient Transformer Models
      moelanguage-modelmixture-of-expertsadaptive-computationmultimodal-large-language-models
      Python
      •
      Apache License 2.0
      •18•129•3•0•Updated Jul 9, 2025Jul 9, 2025

    • cluster_tutorial

      Public
      1•15•0•0•Updated Jun 24, 2025Jun 24, 2025

    • DeFT

      Public
      [ICLR 2025] DeFT: Decoding with Flash Tree-attention for Efficient Tree-structured LLM Inference
      efficientllmsystem-algorithm-deisgn
      Jupyter Notebook
      •
      MIT License
      •1•35•9•2•Updated Jun 17, 2025Jun 17, 2025

    • awesome_papers

      Public
      4•20•0•0•Updated May 28, 2025May 28, 2025

    • UCGM

      Public
      [Preprint] UCGM: Unified Continuous Generative Models
      Python
      •
      Apache License 2.0
      •8•168•0•0•Updated May 27, 2025May 27, 2025

    • ERW

      Public
      [Preprint] Efficient Generative Model Training via Embedded Representation Warmup
      Python
      •2•35•1•0•Updated Apr 16, 2025Apr 16, 2025

    • HCFL

      Public
      [ICLR 2025] Enhancing Clustered Federated Learning: Integration of Strategies and Improved Methodologies
      Python
      •1•5•0•0•Updated Mar 30, 2025Mar 30, 2025

    • GMem

      Public
      [Preprint] GMem: A Modular Approach for Ultra-Efficient Generative Models
      Python
      •2•39•1•0•Updated Mar 11, 2025Mar 11, 2025

    • ELICIT

      Public
      [ICLR 2025] ELICIT: LLM Augmentation Via External In-context Capability
      Python
      •
      Apache License 2.0
      •0•11•0•0•Updated Mar 11, 2025Mar 11, 2025

    • GIFT

      Public
      [ICLR 2025] GIFT: Unlocking Full Potential of Labels in Distilled Dataset at Near-zero Cost
      Python
      •0•6•1•0•Updated Feb 28, 2025Feb 28, 2025

    • RDED

      Public
      [CVPR 2024] On the Diversity and Realism of Distilled Dataset: An Efficient Dataset Distillation Paradigm
      Python
      •
      Apache License 2.0
      •5•74•4•0•Updated Feb 24, 2025Feb 24, 2025

    • CollabEdit

      Public
      [ICLR 2025] CollabEdit: Towards Non-destructive Collaborative Knowledge Editing
      Python
      •
      MIT License
      •0•9•0•0•Updated Feb 2, 2025Feb 2, 2025

    • ReLA

      Public
      [NeurIPS 2024] Efficiency for Free: Ideal Data Are Transportable Representations
      Python
      •
      Apache License 2.0
      •0•18•0•0•Updated Jan 19, 2025Jan 19, 2025

    • mastering_conferences

      Public
      0•1•0•0•Updated Nov 29, 2024Nov 29, 2024

    • awesome_tutorials

      Public
      0•0•0•0•Updated Sep 10, 2024Sep 10, 2024

    • CapaBoost

      Public
      [ICLR 2024] Increasing Model Capacity for Free: A Simple Strategy for Parameter Efficient Fine-tuning
      Python
      •
      Apache License 2.0
      •1•11•1•0•Updated Jul 3, 2024Jul 3, 2024

    • FedRC

      Public
      [ICML 2024] FedRC: Tackling Diverse Distribution Shifts Challenge in Federated Learning by Robust Clustering
      federated-learning
      Python
      •
      Apache License 2.0
      •0•5•0•0•Updated Jun 19, 2024Jun 19, 2024

    • ttab

      Public
      [ICML 2023] On Pitfalls of Test-Time Adaptation
      test-time-adaptationsource-free-domain-adaptation
      Python
      •
      Apache License 2.0
      •12•121•1•0•Updated Apr 6, 2024Apr 6, 2024

    • M3

      Public
      [ICLR 2024] Towards Robust Multi-Modal Reasoning via Model Selection
      Python
      •
      Apache License 2.0
      •1•13•0•0•Updated Mar 7, 2024Mar 7, 2024

    • FedBR

      Public
      [ICML 2023] FedBR: Improving Federated Learning on Heterogeneous Data via Local Learning Bias Reduction
      Python
      •
      Apache License 2.0
      •1•27•0•0•Updated Mar 7, 2024Mar 7, 2024

    • FedTHE

      Public
      [ICLR 2023] Test-time Robust Personalization for Federated Learning
      test-time-adaptationood-robustnessfederated-learning
      Jupyter Notebook
      •
      Apache License 2.0
      •3•53•0•0•Updated Aug 15, 2023Aug 15, 2023