Author

Jia-Wen Kang

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Preprint Aug 2026

Frequency-Aware Continual Learning for Smart Contract Vulnerability Detection with Large Language Models

Smart contract vulnerability detection with Large Language Models (LLMs) faces three causally linked challenges. First, new vulnerability categories demand parameter-efficient adaptation, since full retraining is prohibitive for sequentially arriving tasks. Second, training per-task adapters on a shared backbone causes...

Teng-Hui Huang, Jia-Wen Kang, Dong-Ning Liu et al. · 0 citations

Review Open access Dec 2025

Tutorial on Large Language Model-Enhanced Reinforcement Learning for Wireless Networks

A taxonomy to categorize the roles of LLMs into four critical functions: state perceiver, reward designer, decision-maker, and generator is proposed and reviewed to offer insights into its future development in wireless networks.

Lingyi Cai, Wenjie Fu, Yuxi Huang et al. · IEEE Communications Surveys... · 3 citations

#artificial intelligence Review Mar 2026

Efficient Cross-View Localization in 6G Space-Air-Ground Integrated Network

This work proposes a split-inference framework for implementing CVL, which fully leverages the distributed communication and computing resources of the 6G SAGIN architecture and discusses potential research directions for 6G SAGIN-enabled CVL.

Min Hao, Yan-Bing Xu, Maoqiang Wu et al. · arXiv.org · 0 citations