Publications

785 results for Trustworthy AI

Characterization of Overlap in Observational Studies
- - Michael Oberst
  - Fredrik D. Johansson
  - et al.
- 2020
- AISTATS 2020
Optimized Score Transformation for Fair Classification
- - Dennis Wei
  - Karthikeyan Natesan Ramamurthy
  - et al.
- 2020
- AISTATS 2020
Identifying Audio Adversarial Examples via Anomalous Pattern Detection
- - Victor Akinwande
  - Celia Cintas
  - et al.
- 2020
- KDD 2020
Verifying individual fairness in machine learning models
- - Philips George John
  - Deepak Vijaykeerthy
  - et al.
- 2020
- UAI 2020
Is there a trade-off between fairness and accuracy? A perspective using mismatched hypothesis testing
- - Sanghamitra Dutta
  - Dennis Wei
  - et al.
- 2020
- ICML 2020
Enhancing simple models by exploiting what they already know
- - Amit Dhurandhar
  - Karthikeyan Shanmugam
  - et al.
- 2020
- ICML 2020
Safe reinforcement learning in constrained markov decision processes
- - Akifumi Wachi
  - Yanan Sui
- 2020
- ICML 2020
Invariant Risk Minimization Games
- - Kartik Ahuja
  - Karthikeyan Shanmugam
  - et al.
- 2020
- ICML 2020
Distributionally robust policy evaluation and learning in offline contextual bandits
- - Nian Si
  - Fan Zhang
  - et al.
- 2020
- ICML 2020
Min-max optimization without gradients: Convergence and applications to black-box evasion and poisoning attacks
- - Sijia Liu
  - Songtao Lu
  - et al.
- 2020
- ICML 2020