2 papers
cs.AI2026
ManimAgent: Self-Evolving Multimodal Agents for Visual Education
Wenjia Jiang, Zongyuan Cai, Yuanhang Shao +7
Multi-round reflection lets agents built on large language models recover from failures within a single task, but each task remains an isolated episode: lessons learned across many…
cs.HC2026
Assistant or Actor? Student Trust, Control, and Delegation Regret When Using a General-Purpose AI Agent
Shiva Pochampally, Shengwei An, Yan Chen
When AI agents shift from answering questions to taking actions, users face a new problem: deciding what to delegate, to a system whose action space they cannot fully anticipate. W…