Milestone-Guided Policy Learning for Long-Horizon Language Agents

arXiv:2605.06078v1 Announce Type: cross Abstract: While long-horizon agentic tasks require language agents to perform dozens of sequential decisions, training such agents with reinforcement learning remains challenging. We identify two root causes: credit misattribution, where correct early actions...