Spark: Strategic Policy-Aware Exploration via Dynamic Branching for Long-Horizon Agentic Learning
arXiv:2601.20209v2 Announce Type: replace Abstract: Reinforcement learning has empowered large language models to act as intelligent agents, yet training them for long-horizon tasks remains challengin