AI4LIFE-GROUP

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

lfa

Local function approximation (LFA) framework, NeurIPS 2022

LLM_Explainer

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

OpenXAI

OpenXAI : Towards a Transparent Evaluation of Model Explanations

rise-against-distribution-shift

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

ROAR

SpLiCE

Sparse Linear Concept Embeddings

AI4LIFE-GROUP/OpenXAI

OpenXAI : Towards a Transparent Evaluation of Model Explanations

AI4LIFE-GROUP/SpLiCE

Sparse Linear Concept Embeddings

AI4LIFE-GROUP/LLM_Explainer

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

AI4LIFE-GROUP/rise-against-distribution-shift

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

AI4LIFE-GROUP/ROAR

AI4LIFE-GROUP/lfa

Local function approximation (LFA) framework, NeurIPS 2022

AI4LIFE-GROUP/DiET

Code for "Discriminative Feature Attributions via Distractor Erasure Tuning"

AI4LIFE-GROUP/disagreement-problem

Code repo for the disagreement problem paper

AI4LIFE-GROUP/fair-unlearning

Fair Machine Unlearning: Data Removal while Mitigating Disparities

AI4LIFE-GROUP/fair_ranking_effectiveness_on_outcomes

AIES 2021 Paper: Does Fair Ranking Imporve Minority Outcomes?

AI4LIFE-GROUP/GraphXAI

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

AI4LIFE-GROUP/nifty

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

AI4LIFE-GROUP/robust-grads

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

AI4LIFE-GROUP/unified_representation

AI4LIFE-GROUP/arxiv-latex-cleaner

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

AI4LIFE-GROUP/average-case-robustness

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

AI4LIFE-GROUP/lcnn

Low Curvature Neural Networks (NeurIPS 2022)

AI4LIFE-GROUP/UAI22_DataPoisoningAttacksonOff-PolicyPolicyEvaluationMethods_RL

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

AI4LIFE-GROUP/amplify

AI4LIFE-GROUP/Balanced_Recourse

AI4LIFE-GROUP/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.

AI4LIFE-GROUP/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.

AI4LIFE-GROUP/med-safety-bench

MedSafetyBench: Benchmark dataset for medical safety of LLMs

AI4LIFE-GROUP/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).

AI4LIFE-GROUP/rocerf_code

Source code for ROCERF