2021
Offline Contextual Bandits with Overparameterized Models
ICML 2021spotlight
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 offline contextual bandits. Our results are mixed. Value-based algorithms benefit from the same generaliza…