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@AlaaLab

Alaa Lab

AI for Healthcare 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 642 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 48 8

  4. ETAB ETAB Public

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

    Jupyter Notebook 28 11

  5. ER-Reason ER-Reason Public

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

    Jupyter Notebook 24 2

  6. med-real2sim med-real2sim Public

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

    Jupyter Notebook 23 10

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