#FOCUS

FOCUS: Active Critic Learning Solves Long-Horizon Agent Credit Assignment

FOCUS introduces selective branching and active critic learning to ease credit assignment in long-horizon LM agents, surpassing GRPO and VinePPO on BrowseComp-Plus and other benchmarks under matched budgets.