2 papers
cs.AI2026
What Can Component-Replacement Evidence Establish? A Critical Scoping Review of Local Decisions in LLM Agents
Shuyang Zhang, Jianshuo Chang
Background. A component replacement in a language-model agent changes an execution trajectory, potentially altering later observations, resource use, and recovery opportunities. Di…
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…