PACE: Policy-Native Adaptive Decision Timing for Long-Horizon Reasoning
PACE introduces a method for long-horizon reasoning that learns how deep to commit to a sequence of actions before re-evaluating. Instead of using fixed commitment lengths, PACE uses a dedicated 'depth head' to adapt the decision based on the current state. This adaptive timing allows the model to balance planning cost against execution error, leading to superior performance over fixed-depth strategies.