الباحثون

Yue Dai

المنشورات 2

نسخة أولية وصول مفتوح

Personalization Matters: Long-Horizon Conversation Agent with User-Centric Information in Online Shopping Interactions

Rena Gao, Yue Dai, Hao Guan وآخرون · 2026

Personalized conversational shopping requires maintaining preference consistency over multi-turn interactions, where users reveal constraints gradually. Existing approaches often rely on static profiles and do not explicitly control long-horizon interaction behavior. We propose a multi-agent, multimodal Retrieval-Augme …

نسخة أولية وصول مفتوح

CollabFlow: Recursive Self-Improvement of Agent Collaboration

Xiao Huang, Mingda Zhang, Junming Zhang وآخرون · 2026

Recursive self-improvement (RSI) lets a system improve from its own outcomes; in LLM-based multi-agent systems, Agents refine one another within a task, and outcomes improve how they collaborate across tasks. However, existing multi-agent collaboration leaves this loop open: collaboration is pre-defined at the operator …

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