Publications

779 results for Trustworthy AI

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
Distributionally robust policy evaluation and learning in offline contextual bandits
- - Nian Si
  - Fan Zhang
  - et al.
- 2020
- ICML 2020
Invariant Risk Minimization Games
- - Kartik Ahuja
  - Karthikeyan Shanmugam
  - et al.
- 2020
- ICML 2020
Transfer learning without knowing: Reprogramming black-box machine learning models with scarce data and limited resources
- - Yun Yun Tsai
  - Pin-Yu Chen
  - 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
Proper network interpretability helps adversarial robustness in classification
- - Akhilan Boopathy
  - Sijia Liu
  - et al.
- 2020
- ICML 2020
Two simple ways to learn individual fairness metrics from data
- - Debarghya Mukherjee
  - Mikhail Yurochkin
  - et al.
- 2020
- ICML 2020
Leveraging Simple Model Predictions for Enhancing its Performance
- - Amit Dhurandhar
  - Karthikeyan Shanmugam
  - et al.
- 2020
- ICML 2020
Consumer-Driven Explanations for Machine Learning Decisions: An Empirical Study of Robustness
- - Michael Hind
  - Dennis Wei
  - et al.
- 2020
- ICML 2020