On the convex formulations of robust Markov decision processesMathematics of Operations Research (MOR), 2022 |
Policy Gradient Bayesian Robust Optimization for Imitation LearningInternational Conference on Machine Learning (ICML), 2021 |
Multi-Robot Coordination and Planning in Uncertain and Adversarial
EnvironmentsCurrent Robotics Reports (CRR), 2021 |
Risk-Averse Offline Reinforcement LearningInternational Conference on Learning Representations (ICLR), 2021 |
Perceive, Attend, and Drive: Learning Spatial Attention for Safe
Self-DrivingIEEE International Conference on Robotics and Automation (ICRA), 2020 |
Bayesian Robust Optimization for Imitation LearningNeural Information Processing Systems (NeurIPS), 2020 |
Safe Imitation Learning via Fast Bayesian Reward Inference from
PreferencesInternational Conference on Machine Learning (ICML), 2020 |
Convergent Policy Optimization for Safe Reinforcement LearningNeural Information Processing Systems (NeurIPS), 2019 |