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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 38

  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 9

Repositories

Showing 10 of 12 repositories
  • test-time-hinting Public

    Official Codebase for "Test-Time Hinting for Black-Box Vision-Language Models"

    AlaaLab/test-time-hinting's past year of commit activity
    Python 1 0 0 0 Updated May 19, 2026
  • 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 24 2 3 0 Updated May 5, 2026
  • ZNet Public

    Official Codebase for "ZNet: Causal Effect Estimation with Learned Instrument Representations"

    AlaaLab/ZNet's past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Mar 30, 2026
  • H-learner Public

    [ AISTATS 2026 ] Official Codebase for "Hybrid Meta-learners for Estimating Heterogeneous Treatment Effects"

    AlaaLab/H-learner's past year of commit activity
    Python 1 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 4 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 23 9 1 0 Updated Oct 19, 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 38 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"

    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 20 MIT 0 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 48 8 0 0 Updated Oct 19, 2023

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