Timezone: »
Towards Robust and Reliable Model Explanations for Healthcare
Hima Lakkaraju
Author Information
Hima Lakkaraju (Harvard)
More from the Same Authors
-
2021 : Towards the Unification and Robustness of Perturbation and Gradient Based Explanations »
· Sushant Agarwal · Shahin Jabbari · Chirag Agarwal · Sohini Upadhyay · Steven Wu · Hima Lakkaraju -
2021 : On the Connections between Counterfactual Explanations and Adversarial Examples »
· Martin Pawelczyk · Shalmali Joshi · Chirag Agarwal · Sohini Upadhyay · Hima Lakkaraju -
2021 : Towards a Rigorous Theoretical Analysis and Evaluation of GNN Explanations »
· Chirag Agarwal · Marinka Zitnik · Hima Lakkaraju -
2021 : What will it take to generate fairness-preserving explanations? »
· Jessica Dai · Sohini Upadhyay · Hima Lakkaraju -
2021 : Feature Attributions and Counterfactual Explanations Can Be Manipulated »
· Dylan Slack · Sophie Hilgard · Sameer Singh · Hima Lakkaraju -
2021 : On the Connections between Counterfactual Explanations and Adversarial Examples »
Martin Pawelczyk · Shalmali Joshi · Chirag Agarwal · Sohini Upadhyay · Hima Lakkaraju -
2021 : Towards Robust and Reliable Algorithmic Recourse »
Sohini Upadhyay · Shalmali Joshi · Hima Lakkaraju -
2021 : Reliable Post hoc Explanations: Modeling Uncertainty in Explainability »
Dylan Slack · Sophie Hilgard · Sameer Singh · Hima Lakkaraju -
2021 : Towards a Unified Framework for Fair and Stable Graph Representation Learning »
Chirag Agarwal · Hima Lakkaraju · Marinka Zitnik -
2021 : Reliable Post hoc Explanations: Modeling Uncertainty in Explainability »
Dylan Slack · Sophie Hilgard · Sameer Singh · Hima Lakkaraju -
2023 Tutorial: Responsible AI for Generative AI in Practice: Lessons Learned and Open Challenges »
Hima Lakkaraju · Krishnaram Kenthapadi · Nazneen Rajani -
2022 Workshop: New Frontiers in Adversarial Machine Learning »
Sijia Liu · Pin-Yu Chen · Dongxiao Zhu · Eric Wong · Kathrin Grosse · Hima Lakkaraju · Sanmi Koyejo -
2021 Workshop: ICML Workshop on Algorithmic Recourse »
Stratis Tsirtsis · Amir-Hossein Karimi · Ana Lucic · Manuel Gomez-Rodriguez · Isabel Valera · Hima Lakkaraju -
2021 Poster: Towards the Unification and Robustness of Perturbation and Gradient Based Explanations »
Sushant Agarwal · Shahin Jabbari · Chirag Agarwal · Sohini Upadhyay · Steven Wu · Hima Lakkaraju -
2021 Spotlight: Towards the Unification and Robustness of Perturbation and Gradient Based Explanations »
Sushant Agarwal · Shahin Jabbari · Chirag Agarwal · Sohini Upadhyay · Steven Wu · Hima Lakkaraju -
2020 Poster: Robust and Stable Black Box Explanations »
Hima Lakkaraju · Nino Arsov · Osbert Bastani