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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Jing Shang

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2 papers indexed here

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Preprint Aug 2026

HERO: Human-profile Enhanced Retrieval Optimization Framework for Long-term Agent Memory

This work proposes a novel Human-profile Enhanced Retrieval Optimization framework for long-term agent memory (HERO), which converts the dialogue history into a traceable heterogeneous memory graph that preserves raw dialogue text as evidence for reasoning, thereby mitigating information loss.

Yuanhua Lin, Yile Li, Zhiyuan Zhao et al. · 0 citations
Book Open access Aug 2026

Constructive Specification for Plug-and-Play Learnware Agents

This work operationalizes constructive specification with constructive specification, which builds hierarchical capability representations from limited profiling over diverse benchmarks, using an optimism-guided profiler that prioritizes informative regions and prunes low-utility areas with guarantees, and enables plug-and-play identification of lightweight agents.

Jian-Dong Liu, Zi-Chen Zhao, Haodong Sun et al. · 1 citation