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@mlbio-epfl

MLBio Lab

Machine Learning for Biomedicine Lab @ EPFL

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  1. turtle turtle Public

    [ICML 2024] Let Go of Your Labels with Unsupervised Transfer

    Python 81 6

  2. systema systema Public

    Jupyter Notebook 49 5

  3. LUNA LUNA Public

    Tissue reassembly with generative AI

    Python 24 5

  4. joint-inference joint-inference Public

    [ICLR 2025] Large (Vision) Language Models are Unsupervised In-Context Learners

    Python 23 6

  5. LaMer LaMer Public

    Meta-RL Induces Exploration in Language Agents

    Python 21 2

  6. hume hume Public

    [NeurIPS 2023 Spotlight] The Pursuit of Human Labeling: A New Perspective on Unsupervised Learning

    Python 18 1

Repositories

Showing 10 of 12 repositories
  • COSMIC Public
    mlbio-epfl/COSMIC’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Jan 16, 2026
  • systema Public
    mlbio-epfl/systema’s past year of commit activity
    Jupyter Notebook 49 5 0 0 Updated Jan 14, 2026
  • HeurekaBench Public

    A framework to "create benchmarks" and "evaluate AI co-scientists" in experimental data-driven real-world scientific research.

    mlbio-epfl/HeurekaBench’s past year of commit activity
    Python 3 1 0 0 Updated Jan 8, 2026
  • LaMer Public

    Meta-RL Induces Exploration in Language Agents

    mlbio-epfl/LaMer’s past year of commit activity
    Python 21 2 0 0 Updated Dec 21, 2025
  • turtle Public

    [ICML 2024] Let Go of Your Labels with Unsupervised Transfer

    mlbio-epfl/turtle’s past year of commit activity
    Python 81 6 5 0 Updated Dec 3, 2025
  • STRUCTURE Public

    [NeurIPS 2025] TL;DR: Aligning pretrained unimodal models with the proposed framework using limited paired data yields ~52% gains in cross-modality zero-shot classification and ~92% in retrieval.

    mlbio-epfl/STRUCTURE’s past year of commit activity
    Python 6 0 0 0 Updated Dec 1, 2025
  • raven Public

    Weak-to-Strong Generalization under Distribution Shifts

    mlbio-epfl/raven’s past year of commit activity
    Python 0 0 0 0 Updated Oct 20, 2025
  • joint-inference Public

    [ICLR 2025] Large (Vision) Language Models are Unsupervised In-Context Learners

    mlbio-epfl/joint-inference’s past year of commit activity
    Python 23 MIT 6 0 0 Updated Jun 6, 2025
  • LUNA Public

    Tissue reassembly with generative AI

    mlbio-epfl/LUNA’s past year of commit activity
    Python 24 MIT 5 0 0 Updated May 22, 2025
  • crow Public

    [ICML 2024] Cross-domain Open-world Discovery

    mlbio-epfl/crow’s past year of commit activity
    Python 8 1 0 0 Updated Nov 28, 2024
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