Signature Approach for Contextual Bandits with Nonlinear and Path-dependent Rewards

Xin Guo, Grace He, Xinyu Li

We study contextual bandits with nonlinear and path-dependent rewards through a novel signature-transform-based approach. Leveraging the universal nonlinearity property of signatur…