Chia-Cheng Chiang

Expert Proximity as Surrogate Rewards for Single Demonstration Imitation Learning

In this paper, we focus on single-demonstration imitation learning (IL), a practical approach for real-world applications where acquiring multiple expert demonstrations is costly or infeasible and the ground truth reward function is not available. In contrast to typical IL settings with multiple dem…