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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Wei Zhang

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Preprint Aug 2026

Preference-Driven Online Adaptation for Personalized Interaction Initiation in Proactive AI Assistants

Evidence-driven Online Preference Adaptation (EOPA), which grounds a user's interaction-timing preferences in measurable contextual evidence through two evidence carriers: temporal preference anchors and evidence-bearing activity prototypes, is proposed.

Yufeng Wang, Wei Zhang, Zhi-Quan Wen et al. · 1 citation

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