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Name: AI4LIFE-GROUP

Type: Organization

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

Twitter: ai4life_harvard

AI4LIFE-GROUP's Projects

counterfactualdistanceattack icon 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.

diet icon diet

Code for "Discriminative Feature Attributions via Distractor Erasure Tuning"

graphxai icon graphxai

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

in-context-unlearning icon 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.

lcnn icon lcnn

Low Curvature Neural Networks (NeurIPS 2022)

lfa icon lfa

Local function approximation (LFA) framework, NeurIPS 2022

llm_explainer icon llm_explainer

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

nifty icon nifty

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

openxai icon openxai

OpenXAI : Towards a Transparent Evaluation of Model Explanations

probabilisticallyrobustrecourse icon 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).

splice icon splice

Sparse Linear Concept Embeddings

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