Selected Publications
Data Quality in Imitation Learning
Conference on Neural Information Processing System (NeurIPS), December 2023
Masked Imitation Learning: Discovering Environment-Invariant Modalities in Multimodal Demonstrations
International Conference on Intelligent Robots and Systems (IROS), October 2023
Can Foundation Models Perform Zero-Shot Task Specification For Robot Manipulation?
Learning for Dynamics & Control Conference (L4DC), June 2022
Uncertainty-Aware Data Aggregation for Deep Imitation Learning
International Conference on Robotics and Automation (ICRA), May 2019
Active Reward Learning from Critiques
International Conference on Robotics and Automation (ICRA), May 2018
Other Conference & Journal Publications
Open X-Embodiment: Robotic Learning Datasets and RT-X Models
International Conference on Robotics and Automation (ICRA), May 2024
Understanding the Relationship between Interactions and Outcomes in Human-in-the-Loop Machine Learning
Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI, Survey Track), Aug 2021
Risk-Aware Active Inverse Reinforcement Learning
Proceedings of the 2nd Annual Conference on Robot Learning (CoRL), Oct 2018
Modeling Sensory-Motor Decisions in Natural Behavior
PLOS Computational Biology, Oct 2018
Indoor Follow Me Drone
Proceedings of the 15th Annual International Conference on Mobile Systems, Applications, and Services, June 2017
Workshop Publications
Distilling and Retrieving Generalizable Knowledge for Robot Manipulation via Language Corrections
2nd Workshop on Language and Robot Learning: Language as Grounding @ CoRL, Nov 2023
Shared Autonomy for Robotic Manipulation with Language Corrections
Workshop on Learning with Natural Language Supervision @ ACL, May 2022
Aux-AIRL: End-to-End Self-Supervised Reward Learning for Extrapolating beyond Suboptimal Demonstrations
ICML Workshop on Self-Supervised Learning for Reasoning and Perception, July 2021
Reaction Modeling for Deriving General Task Information from Implicit Human Feedback
HRI Workshop on Exploring Applications for Autonomous Non-Verbal Human-Robot Interactions, Mar 2021
Active Learning from Critiques via Bayesian Inverse Reinforcement Learning
Robotics: Science and Systems (RSS) Workshop on Mathematical Models, Algorithms, and Human-Robot Interaction, July 2017
Trajectory-based visual analytics for anomalous human movement analysis using social media
EuroVis Workshop on Visual Analytics (EuroVA), May 2015