SciWorld

Researchers propose PlanPO, a group planning-aware policy optimization method that improves multi-turn agentic large language models by distinguishing advantages among successful trajectories based on…

Researchers have developed S3MEM, a structured memory framework that improves long-horizon interactive question answering by converting agent trajectories into query-aligned evidence. In tests across …