AI4LIFE-GROUP

OpenXAI

OpenXAI : Towards a Transparent Evaluation of Model Explanations

SpLiCE

Sparse Linear Concept Embeddings

LLM_Explainer

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

rise-against-distribution-shift

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

ROAR

lfa

Local function approximation (LFA) framework, NeurIPS 2022

DiET

Code for "Discriminative Feature Attributions via Distractor Erasure Tuning"

disagreement-problem

Code repo for the disagreement problem paper

fair-unlearning

Fair Machine Unlearning: Data Removal while Mitigating Disparities

fair_ranking_effectiveness_on_outcomes

AIES 2021 Paper: Does Fair Ranking Imporve Minority Outcomes?

GraphXAI

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

nifty

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

robust-grads

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

unified_representation

arxiv-latex-cleaner

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

average-case-robustness

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

lcnn

Low Curvature Neural Networks (NeurIPS 2022)

UAI22_DataPoisoningAttacksonOff-PolicyPolicyEvaluationMethods_RL

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

amplify

Balanced_Recourse

CounterfactualDistanceAttack

"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.

In-Context-Unlearning

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

ProbabilisticallyRobustRecourse

"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).

rocerf_code

Source code for ROCERF