论文成果.

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

Delong Li, Xu Wang, Haochen Gong, Rui Lang, Guangsheng Yu

比较决策模型与大语言模型在限定任务中的意图解释能力，并评估决策时延对边缘服务正确、准时完成的影响。

SoK: Agentic Skills -- Beyond Tool Use in LLM Agents

Yanna Jiang, Delong Li, Haiyu Deng, Baihe Ma, Xu Wang, Qin Wang, Guangsheng Yu

系统梳理智能体技能的完整生命周期，并从封装、表示、执行、评估与治理风险等维度提出统一分类框架。

SoK: Semantic Decision Engines in Network Control Loops

Delong Li, Chen Li, Xu Wang, Haochen Gong, Rui Lang, Guangsheng Yu

Intent Interpretation at RIC Timescales: Jev Decision Models versus Large Language Models in 6G Open RAN

Delong Li, Xu Wang, Haochen Gong, Rui Lang, Guangsheng Yu

Selective semantic state editing for private edge-cloud inference in SLMs

Feifan Wang, Delong Li, Baihe Ma, Xu Wang, Chen Li, Xuelei Qi, Yang Zhang, Kewei Sha, Haihua Chen, Guangsheng Yu

Maturity-Aware Cyber Insurance Optimization in IoT Networks

Bishwa Bhusal, Delong Li, Xu Wang, Guangsheng Yu

AuditableLLM: A Hash-Chain-Backed, Compliance-Aware Auditable Framework for Large Language Models

Delong Li, Guangsheng Yu, Xu Wang, Bin Liang

Semantic Neighbor Swapping for Privacy-Aware Edge-Cloud Inference

Delong Li, Baihe Ma, Yanna Jiang, Chen Li, Xuelei Qi, Xu Wang, Feifan Wang, Bin Liang, Guangsheng Yu

A Survey of LoRA-based Machine Unlearning for LLMs: Methods, Taxonomy, and Evaluation

Delong Li, Guangsheng Yu, Xu Wang, Yanna Jiang, Wencheng Yang, Bin Liang, Wei Ni

综述基于 LoRA 的大语言模型机器遗忘方法，并从适配器空间出发构建统一的分类与评估框架。