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Shengli Zhang

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#artificial intelligence Preprint Sep 2026

SemDHT: Certified Semantic Discovery for Peer-to-Peer Agent Networks over Exact-Key DHTs

SemDHT is presented, a certified semantic index for discovering agent-accessible capabilities over exact-key DHTs, and a two-layer semantic sketch uses coarse cells to group nearby descriptors and residual codes to narrow candidate selection.

Tao-Tao Wang, Chong-He Zhao, Sheng-Li Zhang et al. · 0 citations
Open access 2026

An LLM-Agent-Based Framework for Age of Information Optimization in Heterogeneous Multiple Access Networks

Reflex-Core is proposed, an LLM-agent-based framework for AoI-oriented adaptive access in heterogeneous wireless networks that adopts an “Observe-Reflect-Decide-Execute” closed-loop mechanism to refine transmission strategies through semantic feedback and historical memory and develops the Reflexive Multiple Access pro...

Fang Liu, Er-Chao Zhu, Jie-Dan Tan et al. · 0 citations

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