王子梁｜中南大学｜学者主页

2026

VulAgent: Hypothesis-Validation Driven Multi-Agent Architecture for Vulnerability Detection

Ziliang Wang, Ge Li, Jia Li, Hao Zhu, Zhi Jin

DOI

2025

Feature Noise Resilient for QoS Prediction With Probabilistic Deep Supervision

Ziliang Wang, Xiao-Hong Zhang, Ze-Shi Li, Sheng Huang, Meng Yan

IEEE Transactions on Services Computing

DOI

2025

VulInstruct: Teaching LLMs Root-Cause Reasoning for Vulnerability Detection via Security Specifications

Hao Zhu, Jia Li, Cui-Yun Gao, Jia-Ru Qian, Yihong Dong, Huanyu Liu, Lecheng Wang, Ziliang Wang, Xiaolong Hu, Ge Li

Proc. ACM Softw. Eng.

DOI

2025

M2CVD: Enhancing Vulnerability Understanding through Multi-Model Collaboration for Code Vulnerability Detection

Ziliang Wang, Ge Li, J. Li, J. Li, Meng Yan, Ying-Fei Xiong, Zhi Jin

ACM Transactions on Software Engineering and Methodology

DOI

2025

QoSBERT: An Uncertainty-Aware Approach Based on Pretrained Language Models for Service Quality Prediction

Ziliang Wang, Xiao-Hong Zhang, Ze-Shi Li, Meng Yan

IEEE Transactions on Services Computing

DOI

2025

A Region-Aware Dual Latent State Mining Framework for Service Recommendation in Large-Scale Service Networks

Ziliang Wang, Xiao-Hong Zhang, Ze-Shi Li, Meng Yan

IEEE Transactions on Knowledge and Data Engineering

DOI

2024

DeepScaling: Autoscaling Microservices With Stable CPU Utilization for Large Scale Production Cloud Systems

Ziliang Wang, Shiyi Zhu, Jianguo Li, Wei Jiang, K. K. Ramakrishnan, Meng Yan, Xiao-Hong Zhang, A. Liu

IEEE/ACM Transactions on Networking

DOI

2024

Line-level Semantic Structure Learning for Code Vulnerability Detection

Ziliang Wang, Ge Li, J. Li, Yihong Dong, Yingfei Xiong, Zhi Jin

Asia-Pacific Symposium on Internetware

DOI

2023

微服务质量预测与自动扩缩容技术研究

王子梁

《重庆大学》

2023

A Dual Latent State Learning Approach: Exploiting Regional Network Similarities for QoS Prediction

Ziliang Wang, Xiao-Hong Zhang, Meng Yan

arXiv.org

DOI

2023

A Feature Distribution Smoothing Network Based on Gaussian Distribution for QoS Prediction

Tong-Xin Lu, Xiao-Hong Zhang, Ziliang Wang, Meng Yan

2023 IEEE International Conference on Web Services (ICWS)

DOI

2022

DeepScaling: microservices autoscaling for stable CPU utilization in large scale cloud systems

Ziliang Wang, Shiyi Zhu, Jianguo Li, Wei Jiang, K. Ramakrishnan, Yang Zheng, Meng Yan, Xiao-Hong Zhang, Alex X. Liu

ACM Symposium on Cloud Computing

DOI

2022

HSA-Net: Hidden-State-Aware Networks for High-Precision QoS Prediction

Ziliang Wang, Xiao-Hong Zhang, Meng Yan, Ling Xu, Dan Yang

IEEE Transactions on Parallel and Distributed Systems

DOI

2022

Deep Attentive Anomaly Detection for Microservice Systems with Multimodal Time-Series Data

Yufu Chen, Meng Yan, Dan Yang, Xiao-Hong Zhang, Ziliang Wang

2022 IEEE International Conference on Web Services (ICWS)

DOI

2020

A Probability Distribution and Location-aware ResNet Approach for QoS Prediction

Wen-Yan Zhang, Ling Xu, Meng Yan, Ziliang Wang, Chunlei Fu

Journal of Web Engineering

DOI

王子梁

精选作品

期刊论文

VulAgent: Hypothesis-Validation Driven Multi-Agent Architecture for Vulnerability Detection

Feature Noise Resilient for QoS Prediction With Probabilistic Deep Supervision

VulInstruct: Teaching LLMs Root-Cause Reasoning for Vulnerability Detection via Security Specifications

M2CVD: Enhancing Vulnerability Understanding through Multi-Model Collaboration for Code Vulnerability Detection

QoSBERT: An Uncertainty-Aware Approach Based on Pretrained Language Models for Service Quality Prediction

A Region-Aware Dual Latent State Mining Framework for Service Recommendation in Large-Scale Service Networks

DeepScaling: Autoscaling Microservices With Stable CPU Utilization for Large Scale Production Cloud Systems

Line-level Semantic Structure Learning for Code Vulnerability Detection

微服务质量预测与自动扩缩容技术研究

A Dual Latent State Learning Approach: Exploiting Regional Network Similarities for QoS Prediction

A Feature Distribution Smoothing Network Based on Gaussian Distribution for QoS Prediction

DeepScaling: microservices autoscaling for stable CPU utilization in large scale cloud systems

HSA-Net: Hidden-State-Aware Networks for High-Precision QoS Prediction

Deep Attentive Anomaly Detection for Microservice Systems with Multimodal Time-Series Data

A Probability Distribution and Location-aware ResNet Approach for QoS Prediction

研究方向