Author

Quanming Yao

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#natural language process... Preprint Sep 2026

RuleMem: Active Rule Memory for Long-Term Conversational Agents

A rule-based memory framework that induces reusable logical rules from historical interactions to guide both evidence retrieval and reasoning, and constructs natural-language Horn clauses from conversations and validates them via a Rule Perplexity Consistency (RPC) mechanism.

Xing-Yuan Zeng, Zuo-Han Wu, Quanming Yao et al. · 0 citations

#artificial intelligence Preprint Feb 2026

MAS-on-the-Fly: In-Context Structural Adaptation of LLM-Based Multi-Agent Systems

This work introduces MASFly, which realizes in-context structural adaptation, where structured experience conditions both query-dependent system generation and execution-time reconfiguration without updating LLM parameters.

Guangyi Liu, Ha Lin, Huan Zeng et al. · 0 citations