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Papers
FOSSIL: Harnessing Feedback on Suboptimal Samples for Data-Efficient Generalisation with Imitation Learning for Embodied Vision-and-Language Tasks
EMNLP 2025
Inverse Reinforcement Learning by Estimating Expertise of Demonstrators
AAAI 2025
SORREL: Suboptimal-Demonstration-Guided Reinforcement Learning for Learning to Branch
AAAI 2025
Inverse optimal control as an errors-in-variables problem
L4DC 2024
Learning Robot Manipulation from Cross-Morphology Demonstration
CoRL 2023
Discriminator-Weighted Offline Imitation Learning from Suboptimal Demonstrations
ICML 2022
Self-Adaptive Imitation Learning: Learning Tasks with Delayed Rewards from Sub-optimal Demonstrations
AAAI 2022
Semi-Supervised Imitation Learning of Team Policies from Suboptimal Demonstrations
IJCAI 2022
Confidence-Aware Imitation Learning from Demonstrations with Varying Optimality
NeurIPS 2021
Learning from Suboptimal Demonstration via Self-Supervised Reward Regression
CoRL 2020