Zero Collapse: A Failure Mode of Policy Gradient Methods in Discontinuous Reward Environments

Nishant Kumar, Enrique Areyan Viqueira, Amy Greenwald

Bidding in repeated auctions is a central challenge for reinforcement learning (RL), combining continuous control with the strategic complexities of digital advertising. While poli…