Siquan Huang

According to our database, Siquan Huang authored at least 16 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

VulSCC: image-based vulnerability detection with SPP-CNN and code large language model.

Zhibin Jian, Siquan Huang, Hongyi Xie, Ying Gao, Hao Jin, Leyu Shi, Yazhou Li

Cybersecur., December, 2026

A website fingerprinting attack with unsupervised out-of-distribution detection.

Ying Gao, Jiafeng Zhao, Chong Chen, Siquan Huang, Leyu Shi, Chenglong Jiang, Biao Chen

Cybersecur., December, 2026

Privacy-Preserving Rényi Layer-Wise Budget Allocation Against Gradient Leakage for Federated Learning.

Leyu Shi, Ying Gao, Chong Chen, Siquan Huang, Jiafeng Zhao, Xiping Hu

IEEE Trans. Mob. Comput., March, 2026

FedDBP: Enhancing Federated Prototype Learning with Dual-Branch Features and Personalized Global Fusion.

Ningzhi Gao, Siquan Huang, Leyu Shi, Ying Gao

CoRR, March, 2026

BackdoorIDS: Zero-shot Backdoor Detection for Pretrained Vision Encoder.

Siquan Huang, Yijiang Li, Ningzhi Gao, Xingfu Yan, Leyu Shi, Ying Gao

CoRR, March, 2026

2025

Distributed clustering meets federated learning: a clustering-based approach to data poisoning mitigation.

Chong Chen, Siquan Huang, Leyu Shi, Yanhong Li, Ying Gao

Cybersecur., December, 2025

FedID: Enhancing Federated Learning Security Through Dynamic Identification.

Siquan Huang, Yijiang Li, Chong Chen, Ying Gao, Xiping Hu

IEEE Trans. Pattern Anal. Mach. Intell., October, 2025

Differentially Private Federated Clustering Framework in Intelligent Connected Vehicles.

Chong Chen, Siquan Huang, Leyu Shi, Ying Gao, Yiqin Lu

IEEE Netw., March, 2025

Scope: On Detecting Constrained Backdoor Attacks in Federated Learning.

Siquan Huang, Yijiang Li, Xingfu Yan, Ying Gao, Chong Chen, Leyu Shi, Biao Chen, Wing W. Y. Ng

IEEE Trans. Inf. Forensics Secur., 2025

FedCleanse: Cleanse the backdoor attacks in federated learning system.

Siquan Huang, Yijiang Li, Chong Chen, Leyu Shi, Wentian Cai, Ying Gao

Knowl. Based Syst., 2025

FedMAR: A Privacy-Preserving and Robust Server-Side Multistage Federated Learning.

Leyu Shi, Ying Gao, Chong Chen, Siquan Huang, Jiafeng Zhao, Xiping Hu, Victor C. M. Leung

IEEE Internet Things J., 2025

Unsupervised Histopathological Image Semantic Segmentation with Overlapping Patches Consistency Constraint.

Wentian Cai, Weizhao Weng, Zihao Huang, Yandan Chen, Siquan Huang, Ping Gao, Victor C. M. Leung, Ying Gao

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2025

2024

GN: Guided Noise Eliminating Backdoors in Federated Learning.

Siquan Huang, Ying Gao, Chong Chen, Leyu Shi

Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, 2024

2023

Avoid attacks: A Federated Data Sanitization Defense in IoMT Systems.

Chong Chen, Ying Gao, Siquan Huang, Xingfu Yan

Proceedings of the IEEE INFOCOM 2023, 2023

Multi-metrics adaptively identifies backdoors in Federated learning.

Siquan Huang, Yijiang Li, Chong Chen, Leyu Shi, Ying Gao

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

2022

Try to Avoid Attacks: A Federated Data Sanitization Defense for Healthcare IoMT Systems.

Chong Chen, Ying Gao, Leyu Shi, Siquan Huang

CoRR, 2022