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@suinleelab

AIMS Lab @ UW Allen School

Research group at University of Washington focused on machine learning, interpretability, explainability, and AI for bioMedical Sciences.

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  1. path_explain path_explain Public

    A repository for explaining feature attributions and feature interactions in deep neural networks.

    Jupyter Notebook 193 29

  2. treeexplainer-study treeexplainer-study Public

    Code and documentation for experiments in the TreeExplainer paper

    HTML 190 47

  3. attributionpriors attributionpriors Public

    Tools for training explainable models using attribution priors.

    Jupyter Notebook 125 8

  4. MONET MONET Public

    Transparent medical image AI via an image–text foundation model grounded in medical literature

    Python 83 10

  5. contrastiveVI contrastiveVI Public

    Python 60 2

  6. vit-shapley vit-shapley Public

    Learning to Estimate Shapley Values with Vision Transformers

    Python 37 5

Repositories

Showing 10 of 42 repositories
  • ACE Public
    suinleelab/ACE’s past year of commit activity
    Python 3 0 0 0 Updated Jan 2, 2026
  • LIFT-XAI Public

    LIFT - XAI: Leveraging Important Features in Treatment Effects to Inform Clinical Decision-Making via Explainable AI

    suinleelab/LIFT-XAI’s past year of commit activity
    Python 0 0 0 0 Updated Nov 14, 2025
  • CellCLIP Public

    [NeurIPS 2025] CellCLIP – Learning Perturbation Effects in Cell Painting via Text-Guided Contrastive Learning

    suinleelab/CellCLIP’s past year of commit activity
    Python 10 2 0 0 Updated Nov 10, 2025
  • ENABLAge Public
    suinleelab/ENABLAge’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Nov 7, 2025
  • An-Efficient-Framework-for-Crediting-Data-Contributors-of-Diffusion-Models Public

    [ICLR2025] An Efficient Framework for Crediting Data Contributors of Diffusion Models

    suinleelab/An-Efficient-Framework-for-Crediting-Data-Contributors-of-Diffusion-Models’s past year of commit activity
    Jupyter Notebook 2 Apache-2.0 0 0 0 Updated Oct 17, 2025
  • protected-attrib-prediction Public

    Code for the paper "Towards a framework for discovering mechanisms underlying AI prediction of protected attributes"

    suinleelab/protected-attrib-prediction’s past year of commit activity
    Python 2 0 0 0 Updated Sep 2, 2025
  • DIME Public

    Code for the paper "Estimating Conditional Mutual Information for Dynamic Feature Selection"

    suinleelab/DIME’s past year of commit activity
    Python 9 Apache-2.0 3 1 0 Updated May 15, 2025
  • MONET Public

    Transparent medical image AI via an image–text foundation model grounded in medical literature

    suinleelab/MONET’s past year of commit activity
    Python 83 10 5 0 Updated Apr 8, 2025
  • methylVI-reproducibility Public

    Code to reproduce results from "Probabilistic modeling of single-cell bisulfite sequencing data with MethylVI"

    suinleelab/methylVI-reproducibility’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Jan 11, 2025
  • deepprofile-study Public

    Code for paper "A deep profile of gene expression across 18 human cancers"

    suinleelab/deepprofile-study’s past year of commit activity
    Jupyter Notebook 31 MIT 5 3 0 Updated Dec 6, 2024
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