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@AI4LIFE-GROUP

AI4LIFE-GROUP

The AI4LIFE group at Harvard is led by Hima Lakkaraju. We study interpretability, fairness, privacy, and reliability of AI and ML models.

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  1. OpenXAI OpenXAI Public

    OpenXAI : Towards a Transparent Evaluation of Model Explanations

    JavaScript 227 36

  2. SpLiCE SpLiCE Public

    Sparse Linear Concept Embeddings

    Python 47 1

  3. LLM_Explainer LLM_Explainer Public

    Code for paper: Are Large Language Models Post Hoc Explainers?

    Jupyter Notebook 21 4

  4. rise-against-distribution-shift rise-against-distribution-shift Public

    Code base for robust learning for an intersection of causal and adversarial shifts

    Python 3

  5. ROAR ROAR Public

    Jupyter Notebook 3 2

  6. lfa lfa Public

    Local function approximation (LFA) framework, NeurIPS 2022

    Python 2 3

Repositories

Showing 10 of 25 repositories
  • rocerf_code Public

    Source code for ROCERF

    AI4LIFE-GROUP/rocerf_code’s past year of commit activity
    Jupyter Notebook 0 MIT 0 0 0 Updated Sep 2, 2024
  • OpenXAI Public

    OpenXAI : Towards a Transparent Evaluation of Model Explanations

    AI4LIFE-GROUP/OpenXAI’s past year of commit activity
    JavaScript 227 MIT 36 6 2 Updated Aug 17, 2024
  • SpLiCE Public

    Sparse Linear Concept Embeddings

    AI4LIFE-GROUP/SpLiCE’s past year of commit activity
    Python 47 Apache-2.0 1 1 0 Updated Aug 3, 2024
  • LLM_Explainer Public

    Code for paper: Are Large Language Models Post Hoc Explainers?

    AI4LIFE-GROUP/LLM_Explainer’s past year of commit activity
    Jupyter Notebook 21 MIT 4 0 0 Updated Jul 22, 2024
  • med-safety-bench Public

    MedSafetyBench: Benchmark dataset for medical safety of LLMs

    AI4LIFE-GROUP/med-safety-bench’s past year of commit activity
    0 MIT 0 0 0 Updated Jun 14, 2024
  • average-case-robustness Public

    Characterizing Data Point Vulnerability via Average-Case Robustness, UAI 2024

    AI4LIFE-GROUP/average-case-robustness’s past year of commit activity
    Python 0 MIT 0 0 0 Updated May 7, 2024
  • disagreement-problem Public

    Code repo for the disagreement problem paper

    AI4LIFE-GROUP/disagreement-problem’s past year of commit activity
    Jupyter Notebook 1 MIT 0 0 0 Updated Apr 16, 2024
  • fair-unlearning Public

    Fair Machine Unlearning: Data Removal while Mitigating Disparities

    AI4LIFE-GROUP/fair-unlearning’s past year of commit activity
    Python 2 Apache-2.0 1 0 0 Updated Feb 15, 2024
  • DiET Public

    Code for "Discriminative Feature Attributions via Distractor Erasure Tuning"

    AI4LIFE-GROUP/DiET’s past year of commit activity
    Python 1 0 0 0 Updated Dec 12, 2023
  • amplify Public
    AI4LIFE-GROUP/amplify’s past year of commit activity
    Python 1 0 0 0 Updated Nov 27, 2023
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