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cs.AI2026
Metacognitive Self-Correction for Multi-Agent System via Prototype-Guided Next-Execution Reconstruction
Xu Shen, Qi Zhang, Song Wang +8
Large Language Model based multi-agent systems (MAS) excel at collaborative problem solving but remain brittle to cascading errors: a single faulty step can propagate across agents…
cs.AI2025
Human-AI Collaboration: Trade-offs Between Performance and Preferences
Lukas William Mayer, Sheer Karny, Jackie Ayoub +4
Despite the growing interest in collaborative AI, designing systems that seamlessly integrate human input remains a major challenge. In this study, we developed a task to systemati…