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LUMIA: Language Understanding and Machine Intelligence Algorithms

LUMIA is a research group lead by Zhouhan Lin in Shanghai Jiao Tong University.

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  1. MemoryDecoder MemoryDecoder Public

    The official implementation of the paper "Memory Decoder: A Pretrained, Plug-and-Play Memory for Large Language Models" (NeurIPS 2025 Poster).

    Python 81 12

  2. MLPMemory MLPMemory Public

    The official implementation of the paper "MLP Memory: A Retriever-Pretrained Memory for Large Language Models". (ICLR 2026)

    Python 78 6

  3. Leveraging-Self-Supervised-Learning-for-AVSR Leveraging-Self-Supervised-Learning-for-AVSR Public

    Official PyTorch implementation of paper Leveraging Unimodal Self Supervised Learning for Multimodal Audio-Visual Speech Recognition (ACL 2022)

    Python 68 13

  4. rasat rasat Public

    Forked from ServiceNow/picard

    The official implementation of the paper "RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL"(EMNLP 2022)

    Python 64 17

  5. OrderedGNN OrderedGNN Public

    The official implementation of the paper "Ordered GNN: Ordering Message Passing to Deal with Heterophily and Over-smoothing" (ICLR 2023).

    Python 48 5

  6. FourierTransformer FourierTransformer Public

    The official Pytorch implementation of the paper "Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT Operator" (ACL 2023 Findings)

    Python 40 1

Repositories

Showing 10 of 40 repositories
  • LUMIA-Group/LUMIA-Group.github.io's past year of commit activity
    Vue 1 2 0 0 Updated Nov 11, 2026
  • habit-bench Public

    Evaluating latent habit induction from longitudinal weak evidence in agent memory.

    LUMIA-Group/habit-bench's past year of commit activity
    Python 5 Apache-2.0 0 0 0 Updated Oct 26, 2026
  • DynaKV Public < 8000 /span>

    Official implementation of the paper "One Size Does Not Fit All: Token-Wise Adaptive Compression for KV Cache" (EMNLP2026))

    LUMIA-Group/DynaKV's past year of commit activity
    Python 0 Apache-2.0 0 0 0 Updated Oct 20, 2026
  • CoDAR Public

    Research code for CoDAR: Continuous Diffusion Language Models are More Powerful Than You Think

    LUMIA-Group/CoDAR's past year of commit activity
    Python 0 MIT 0 0 0 Updated Oct 17, 2026
  • P2N Public
    Python 4 0 0 0 Updated Oct 5, 2026
  • ncp_olmo_eval Public

    Official vLLM evaluation for OLMo and NCP-ArchPreview: GSM8K, SciQ, Core88, RULER, and HELMET

    LUMIA-Group/ncp_olmo_eval's past year of commit activity
    Python 29 Apache-2.0 1 1 0 Updated Sep 11, 2026
  • MLPMemory Public

    The official implementation of the paper "MLP Memory: A Retriever-Pretrained Memory for Large Language Models". (ICLR 2026)

    LUMIA-Group/MLPMemory's past year of commit activity
    Python 78 Apache-2.0 6 0 0 Updated Aug 22, 2026
  • Depth-Attention Public

    Depth-Attention: Cross-Layer Value Mixing for Language Models

    LUMIA-Group/Depth-Attention's past year of commit activity
    Python 11 Apache-2.0 1 0 0 Updated Aug 7, 2026
  • MemSFT Public

    The official implementation of the paper "MemSFT: Mitigating Alignment Tax with an External Parametric Memory".

    LUMIA-Group/MemSFT's past year of commit activity
    Python 28 Apache-2.0 0 0 0 Updated Aug 3, 2026
  • LUMIA-Group/MemoryDecoder-at-Scale's past year of commit activity
    Python 31 Apache-2.0 2 0 0 Updated Jul 31, 2026

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