Learning When to Act: Interval-Aware Reinforcement Learning with Predictive Temporal Structure

Davide Di Gioia

Autonomous agents operating in continuous environments must decide not only what to do, but when to act. We introduce a lightweight adaptive temporal control system that learns the…