Anastasios Angelopoulos

Conformal Policy Learning for Sensorimotor Control under Distribution Shifts

This paper focuses on the problem of detecting and reacting to changes in the distribution of a sensorimotor controller’s observables. The key idea is the design of policies that can take conformal quantiles as input, to detect distribution shifts with formal statistical guarantees, which we define…