2 papers
cs.LG2026
CoEvoke: Evoking Multi-Agent Collaboration for Trajectory Collection
Lin Wu, Shu Yao, Yuheng Wang +11
Training multi-agent collaboration requires trajectories of checking, feedback, and repair, yet task-solving rollouts may end in immediate approval or repeat unsuccessful attempts…
cs.AI2026
ScholarStack: Layered Research Asset Orchestration and Cross-Task Reuse for Scientific Agents
ScholarSeed AI Team, Caoqinwei Gong, Xue Jiang +17
Scientific agents support a range of literature-based research tasks, such as retrieval, question answering, evidence-grounded generation, and claim assessment. Most existing syste…