2 papers
cs.CL2026
CoMem: Learning to Anticipate Failures from Retrieved Experience
Yun Shen, Ming Shen, Tianjun Yao
Reflection lets LLM agents improve from their own attempts, but the memory it builds is local to a single task, so an agent reflecting on its own tends to revisit the same explanat…
cs.HC2026
NarrativeSteward: Coordinating Delegation, Guidance, and Verification in Agent-Assisted Interactive Narrative Authoring
Wenjin Wang, Jiazhen Lei, Yuxin Sha +6
Autonomous AI agents can turn authors' goals into interactive narratives by independently organizing and carrying out generation and revision. As agents generate and revise extensi…