Alexandros Kalousis

Sample-Efficient Imitation Learning via Generative Adversarial Nets

2018 · arXiv (Cornell University)

GAIL is a recent successful imitation learning architecture that exploits the adversarial training procedure introduced in GANs. Albeit successful at generating behaviours similar to those demonstrated to the agent, GAIL suffers from a high sample …