Act More, Decide Less: Skill-Guided Adaptive Action Chunking for Long-Horizon LLM Agents
SPACE induces two-level programmatic skills from successful trajectories, where subskill boundaries serve as direct chunk-boundary supervision from trajectory-induced programmatic skills, and distilled into a primitive-chunk policy via hybrid on-/off-policy optimization.