Guan, Ziwei

When Will Generative Adversarial Imitation Learning Algorithms Attain Global Convergence

2020 · arXiv (Cornell University)

Generative adversarial imitation learning (GAIL) is a popular inverse reinforcement learning approach for jointly optimizing policy and reward from expert trajectories. A primary question about GAIL is whether applying a certain policy gradient algorithm to …