MASCOT: Towards Multi-Agent Socio-Collaborative Companion Systems
MASCOT is a multi-agent framework for socio-collaborative companions that uses bi-level optimization—persona-aware behavioral alignment and collaborative dialogue optimization—to counter persona collapse and social sycophancy, improving role consistency and reducing redundant dialogue.
Jul 1, 2026
