Publications

782 results for Trustworthy AI

Verifying individual fairness in machine learning models
- - Philips George John
  - Deepak Vijaykeerthy
  - et al.
- 2020
- UAI 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
Enhancing simple models by exploiting what they already know
- - Amit Dhurandhar
  - Karthikeyan Shanmugam
  - 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
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
Safe reinforcement learning in constrained markov decision processes
- - Akifumi Wachi
  - Yanan Sui
- 2020
- ICML 2020
New oracle-efficient algorithms for private synthetic data release
- - Giuseppe Vietri
  - Grace Tian
  - et al.
- 2020
- ICML 2020
Proper network interpretability helps adversarial robustness in classification
- - Akhilan Boopathy
  - Sijia Liu
  - et al.
- 2020
- ICML 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