Jonathan C. Kao

An Informational Curse of Horizon in Goal-Conditioned Policy Learning

This work identifies an additional informational curse of horizon in goal-conditioned policy learning, where increasing the goal relabeling horizon can significantly reduce policy generalization and performance, and finds that distilling the input Jacobians of short-horizon policies into long-horizon policies yields si...