Publications.

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

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

Evaluates decision models and LLMs for bounded intent interpretation, linking decision latency to correct, on-time edge service completion.

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

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

A systematization of agentic skills across their lifecycle, with taxonomies for packaging, representation, execution, evaluation, and governance risk.

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

A survey of adapter-centric machine unlearning for LLMs, organizing methods through a unified adapter-space taxonomy and evaluation view.