Author

Guang-Sheng Yu

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Preprint Sep 2026

Fast Intent-Driven Service Orchestration with Jev for 6G Edge Networks

Intent-driven services envisioned for sixth-generation (6G) edge networks must translate changing requirements into executable contracts while wireless requests continue to arrive. Interpretation consumes part of the same deadline budget as transmission, queueing, and execution. We evaluate Jev as a decision model for...

De-Long Li, Xu Wang, Hao-Chen Gong et al. · 5 citations · ⚡1

#artificial intelligence Preprint Sep 2026

Diversity Combining for Multi-Path LLM Reasoning

Multi-path reasoning methods such as self-consistency (SC) sample $K$ reasoning paths and choose the most frequent answer. However, their gains quickly plateau as $K$ increases, and existing methods do not predict when this saturation will occur. We formalize multi-path LLM reasoning as a diversity combining problem fr...

Guang-Sheng Yu, Litianyi Zhang, Qin Wang et al. · 0 citations

Preprint Sep 2026

Replacing Large Language Models with Jev Decision Models for Low-Latency Edge Service Orchestration

Natural-language service requests can require a language-model decision before execution starts, consuming part of the request's latency budget. We integrate Jev's decision-oriented application programming interface (API) into edge service orchestration to reduce this overhead while retaining service completion. The in...

De-Long Li, Xu Wang, Hao-Chen Gong et al. · 6 citations · ⚡2