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ML & Reasoning @ UIUC · GitHub

ML & Reasoning @ UIUC

Machine Learning and Reasoning Lab @ UIUC

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  1. llm-continual-learning-survey llm-continual-learning-survey Public

    [CSUR 2025] Continual Learning of Large Language Models: A Comprehensive Survey

    558 21

  2. multimodal-needle-in-a-haystack multimodal-needle-in-a-haystack Public

    [NAACL 2025 Oral] Multimodal Needle in a Haystack (MMNeedle): Benchmarking Long-Context Capability of Multimodal Large Language Models

    Python 57 3

  3. unified-continual-learning unified-continual-learning Public

    [NeurIPS 2023] A Unified Approach to Domain Incremental Learning with Memory: Theory and Algorithm

    Python 56 7

  4. GRDA GRDA Public

    [ICLR 2022] Graph-Relational Domain Adaptation

    Python 46 10

  5. VDI VDI Public

    [ICLR 2023 (Spotlight)] Domain-Indexing Variational Bayes: Interpretable Domain Index for Domain Adaptation

    Python 40 6

  6. bayesian-peft bayesian-peft Public

    Bayesian Low-Rank Adaptation of LLMs: BLoB [NeurIPS 2024] and TFB [NeurIPS 2025]

    Python 40 8

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