Learning When to Adapt: Reactivity-Conditioned Residual Adaptation under Human-Robot Distribution Shift

Pedestrians differ in whether they respond to a robot, yet many RL policies assume all are non-reactive to prioritize safety. Policies trained without conditioning on local pedestrians' reactivity may therefore be unnecessarily conservative or rely on cooperation that does not occur. We propose RCRA