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@AlaaLab

Alaa Lab

Machine Learning and AI for Medicine at UC Berkeley and UCSF

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  1. deep-learning-uncertainty deep-learning-uncertainty Public

    Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.

    Jupyter Notebook 634 78

  2. InstructCV InstructCV Public

    [ ICLR 2024 ] Official Codebase for "InstructCV: Instruction-Tuned Text-to-Image Diffusion Models as Vision Generalists"

    Python 461 39

  3. conformal-metalearners conformal-metalearners Public

    [ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"

    Python 45 7

  4. ETAB ETAB Public

    [ NeurIPS 2022 ] Official Codebase for "ETAB: A Benchmark Suite for Visual Representation Learning in Echocardiography"

    Jupyter Notebook 28 11

  5. pathologist-in-the-loop pathologist-in-the-loop Public

    [ NeurIPS 2023 ] Official Codebase for "Aligning Synthetic Medical Images with Clinical Knowledge using Human Feedback"

    Python 19 1

  6. ER-Reason ER-Reason Public

    Official Codebase for "ER-Reason: A Benchmark Dataset for LLM-Based Clinical Reasoning in the Emergency Room"

    Jupyter Notebook 15 1

Repositories

Showing 10 of 10 repositories
  • ER-Reason Public

    Official Codebase for "ER-Reason: A Benchmark Dataset for LLM-Based Clinical Reasoning in the Emergency Room"

    AlaaLab/ER-Reason’s past year of commit activity
    Jupyter Notebook 15 1 1 0 Updated Sep 16, 2025
  • H-learner Public
    AlaaLab/H-learner’s past year of commit activity
    Python 0 0 0 0 Updated Jun 16, 2025
  • Dr-LLaVA Public

    [ NeurIPS MAR 2024 ] Official Codebase for "Dr-LLaVA: Visual Instruction Tuning with Symbolic Clinical Grounding"

    AlaaLab/Dr-LLaVA’s past year of commit activity
    Python 2 GPL-3.0 0 0 0 Updated Dec 4, 2024
  • med-real2sim Public

    [ NeurIPS 2024 ] Official Codebase for "Med-Real2Sim: Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning"

    AlaaLab/med-real2sim’s past year of commit activity
    Jupyter Notebook 11 6 1 0 Updated Oct 20, 2024
  • InstructCV Public

    [ ICLR 2024 ] Official Codebase for "InstructCV: Instruction-Tuned Text-to-Image Diffusion Models as Vision Generalists"

    AlaaLab/InstructCV’s past year of commit activity
    Python 461 39 3 0 Updated Apr 27, 2024
  • WebCP Public

    [ NeurIPS 2023 R0-FoMo Workshop ] Official Codebase for "Estimating Uncertainty in Multimodal Foundation Models using Public Internet Data"

    AlaaLab/WebCP’s past year of commit activity
    Jupyter Notebook 7 MIT 1 0 0 Updated Mar 28, 2024
  • pathologist-in-the-loop Public

    [ NeurIPS 2023 ] Official Codebase for "Aligning Synthetic Medical Images with Clinical Knowledge using Human Feedback"

    AlaaLab/pathologist-in-the-loop’s past year of commit activity
    Python 19 MIT 1 0 0 Updated Oct 19, 2023
  • conformal-metalearners Public

    [ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"

    AlaaLab/conformal-metalearners’s past year of commit activity
    Python 45 7 0 0 Updated Oct 20, 2023
  • ETAB Public

    [ NeurIPS 2022 ] Official Codebase for "ETAB: A Benchmark Suite for Visual Representation Learning in Echocardiography"

    AlaaLab/ETAB’s past year of commit activity
    Jupyter Notebook 28 11 2 0 Updated Aug 29, 2022
  • deep-learning-uncertainty Public

    Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.

    AlaaLab/deep-learning-uncertainty’s past year of commit activity
    Jupyter Notebook 634 78 0 1 Updated Aug 1, 2022

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