Offline Contextual Bandits with Overparameterized Models

David Brandfonbrener, William F. Whitney, Rajesh Ranganath, Joan Bruna

Abstract: Recent results in supervised learning suggest that while overparameterized models have the capacity to overfit, they in fact generalize quite well. We ask whether the same phenomenon occurs for off...