Repositories list

• interp_interv

  Public
  Code for "Towards Unifying Interpretability and Control: Evaluation via Intervention"

  Python

  •0•0•0•0•Updated Nov 8, 2024Nov 8, 2024

• med-safety-bench

  Public
  MedSafetyBench: Evaluating and Improving the Medical Safety of LLMs [NeurIPS 2024]

  Python

  •

  MIT License

  •0•6•1•0•Updated Oct 9, 2024Oct 9, 2024

• rocerf_code

  Public
  Source code for ROCERF

  Jupyter Notebook

  •

  MIT License

  •0•0•0•0•Updated Sep 2, 2024Sep 2, 2024

• OpenXAI

  Public
  OpenXAI : Towards a Transparent Evaluation of Model Explanations

  leaderboardreproducibilityinterpretability+ 3explainable-aiexplainabilitybenchmark

  JavaScript

  •

  MIT License

  •39•233•7•1•Updated Aug 17, 2024Aug 17, 2024

• SpLiCE

  Public
  Sparse Linear Concept Embeddings

  Python

  •

  Apache License 2.0

  •2•70•1•0•Updated Aug 3, 2024Aug 3, 2024

• LLM_Explainer

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

  interpretabilityxaiexplainability+ 2large-language-modelsllm

  Jupyter Notebook

  •

  MIT License

  •4•27•0•0•Updated Jul 22, 2024Jul 22, 2024

• average-case-robustness

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

  robustnessadversarial-robustnessrobustness-verification+ 2randomized-smoothingmultivariate-normal-distribution

  Python

  •

  MIT License

  •0•0•0•0•Updated May 7, 2024May 7, 2024

• disagreement-problem

  Public
  Code repo for the disagreement problem paper

  Jupyter Notebook

  •

  MIT License

  •0•2•0•0•Updated Apr 16, 2024Apr 16, 2024

• fair-unlearning

  Public
  Fair Machine Unlearning: Data Removal while Mitigating Disparities

  Python

  •

  Apache License 2.0

  •1•2•0•0•Updated Feb 15, 2024Feb 15, 2024

• DiET

  Public
  Code for "Discriminative Feature Attributions via Distractor Erasure Tuning"

  Python

  •0•1•0•0•Updated Dec 12, 2023Dec 12, 2023

• amplify

  Public
  Python

  •0•1•0•0•Updated Nov 27, 2023Nov 27, 2023

• Balanced_Recourse

  Public
  Jupyter Notebook

  •0•0•0•0•Updated Nov 7, 2023Nov 7, 2023

• lcnn

  Public
  Low Curvature Neural Networks (NeurIPS 2022)

  Python

  •0•0•0•0•Updated Nov 6, 2023Nov 6, 2023

• ProbabilisticallyRobustRecourse

  Public
  "Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness". M. Pawelczyk, T. Datta, J. v.d Heuvel, G. Kasneci, H. Lakkaraju. International Conference on Learning Representations 2023 (ICLR).

  Python

  •

  MIT License

  •0•0•0•0•Updated Oct 19, 2023Oct 19, 2023

• CounterfactualDistanceAttack

  Public
  "On the Privacy Risks of Algorithmic Recourse". Martin Pawelczyk, Himabindu Lakkaraju* and Seth Neel*. In International Conference on Artificial Intelligence and Statistics (AISTATS), PMLR, 2023.

  Jupyter Notebook

  •0•0•0•0•Updated Oct 19, 2023Oct 19, 2023

• In-Context-Unlearning

  Public
  "In-Context Unlearning: Language Models as Few Shot Unlearners". Martin Pawelczyk, Seth Neel* and Himabindu Lakkaraju*; arXiv preprint: arXiv:2310.07579; 2023.

  Jupyter Notebook

  •0•0•0•0•Updated Oct 19, 2023Oct 19, 2023

• robust-grads

  Public
  Code for https://arxiv.org/abs/2306.06716

  Python

  •0•1•0•0•Updated Jun 22, 2023Jun 22, 2023

• UAI22_DataPoisoningAttacksonOff-PolicyPolicyEvaluationMethods_RL

  Public
  DOPE: Data Poisoning Attacks on Off-Policy Policy Evaluation Methods

  Python

  •0•0•0•0•Updated May 9, 2023May 9, 2023

• GraphXAI

  Public
  GraphXAI: Resource to support the development and evaluation of GNN explainers

  Python

  •

  MIT License

  •29•1•0•0•Updated Mar 18, 2023Mar 18, 2023

• lfa

  Public
  Local function approximation (LFA) framework, NeurIPS 2022

  function-approximationinterpretabilityexplainable-ai+ 3explainable-mlexplainabilityfaithful-explanation

  Python

  •3•3•0•0•Updated Feb 6, 2023Feb 6, 2023

• arxiv-latex-cleaner

  Public
  arXiv LaTeX Cleaner: Easily clean the LaTeX code of your paper to submit to arXiv

  Python

  •

  Apache License 2.0

  •330•0•0•0•Updated Sep 21, 2022Sep 21, 2022

• ROAR

  Public
  Jupyter Notebook

  •2•3•0•0•Updated Jan 26, 2022Jan 26, 2022

• unified_representation

  Public
  Python

  •

  MIT License

  •0•1•0•0•Updated Dec 17, 2021Dec 17, 2021

• fair_ranking_effectiveness_on_outcomes

  Public
  AIES 2021 Paper: Does Fair Ranking Imporve Minority Outcomes?

  Jupyter Notebook

  •0•1•0•0•Updated Dec 5, 2021Dec 5, 2021

• rise-against-distribution-shift

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

  Python

  •0•3•0•0•Updated Nov 25, 2021Nov 25, 2021

• nifty

  Public
  Code for paper https://arxiv.org/abs/2102.13186

  Python

  •

  MIT License

  •13•1•0•0•Updated Apr 3, 2021Apr 3, 2021