科学研究
研究课题
二进制源码协同的智能漏洞挖掘语义建模
厦门市软件供应链安全公共技术服务平台开放课题, 2025-2027, 在研, 主持.面向网络行为识别的加密代理流量指纹构建方法研究
浙江省自然科学基金青年项目, 2024-2026, 在研, 主持.面向数据源鲁棒的加密代理流量指纹构建方法研究
温州市基础性科研项目, 2023-2025, 在研, 主持.面向网络行为分析的加密代理流量识别方法研究
浙江省教育厅一般科研项目, 2022-2024, 结题, 主持.
发表论文
[TIFS'26] (CCF-A, SCI-I) EO-EPTC: End-to-End Original Traffic-Based Encrypted Proxy Traffic Classification Framework.
Yige Chen, Huajie Jia*, Zhengzhou Tang, Yipeng Wang; Hui Liu.
IEEE Transactions on Information Forensics and Security, vol. 21, pp. 490-505, 2026. [Link][ICICS'25] (CCF-C) SPTC: Signature-based Cross-protocol Encrypted Proxy Traffic Classification Approach.
Huajie Jia, Yige Chen*, Zhengzhou Tang.
The 2025 International Conference on Information and Communications Security (ICICS 2025), Nanjing, China, October 2025. [Link][TIFS'24] (CCF-A, SCI-I) MPAF: Encrypted Traffic Classification With Multi-Phase Attribute Fingerprint.
Yige Chen, Yipeng Wang.
IEEE Transactions on Information Forensics and Security, vol. 19, pp. 7091-7105, 2024. [Link][CollaborateCom'24] (CCF-C) IoT-ILDI: Incremental Learning for Device Identification in IoT.
Xiaoshuang Li, Yige Chen*, Zhenzhou Tang.
20th EAI International Conference on Collaborative Computing: Networking, Applications and Worksharing, Wuzhen, China, November 2024. [Link][TGCN'23] (SCI-II) A Multi-Perspective Feature Approach to Few-Shot Classification of IoT Traffic.
Xiaotian Ma, Yipeng Wang, Yingxu Lai, Wenxu Jia, Zijian Zhao, Huijie He, Yige Chen.
IEEE Transactions on Green Communications and Networking, vol. 7, no. 4, pp. 2052-2066, Dec. 2023. [Link][EMNLP'22] (CCF-B) Contrastive Learning enhanced Author-Style Headline Generation.
Hui Liu, Weidong Guo, Yige Chen, and Xiangyang Li.
2022 Conference on Empirical Methods in Natural Language Processing, Abu Dhabi, December 2022. [Link][SecureComm'22] (CCF-C) Cost-Effective Malware Classification Based on Deep Active Learning.
Qian Qiang, Yige Chen, Yang Hu, Tianning Zang, Mian Cheng, Quanbo Pan, Yu Ding, Zisen Qi.
18th EAI International Conference on Security and Privacy in Communication Networks, Kansas City, USA, December 2022. [Link][SANER'22] (CCF-B) BinMLM: Binary Authorship Verification with Flow-aware Mixture-of-Shared Language Model.
Qige Song, Yongzheng Zhang, Linshu Ouyang, Yige Chen.
2022 IEEE International Conference on Software Analysis, Evolution and Reengineering, Honolulu, HI, USA, July 2022. [Link][IoTJ'22] (SCI-I) Inter-BIN: Interaction-Based Cross-Architecture IoT Binary Similarity Comparison.
Qige Song, Yongzheng Zhang, Binglai Wang, Yige Chen.
IEEE Internet of Things Journal, vol. 9, no. 20, pp. 20018-20033, 15 Oct.15, 2022. [Link][CollaborateCom'21] (CCF-C) Mobile Encrypted Traffic Classification Based on Message Type Inference.
Yige Chen, Tianning Zang, Yongzheng Zhang, Yuan Zhou, Peng Yang.
17th EAI International Conference on Collaborative Computing: Networking, Applications and Worksharing, Virturl, China, October 2021. [Link][CollaborateCom'21] (CCF-C) Inspector: A Semantics-Driven Approach to Automatic Protocol Reverse Engineering.
Yige Chen, Tianning Zang, Yongzheng Zhang, Yuan Zhou, Peng Yang, Yipeng Wang.
17th EAI International Conference on Collaborative Computing: Networking, Applications and Worksharing, Virturl, China, October 2021. [Link][ICC'21] (CCF-C) Incremental Learning for Mobile Encrypted Traffic Classification.
Yige Chen, Tianning Zang, Yongzheng Zhang, Yuan Zhou, Linshu Ouyang, Peng Yang.
ICC 2021-2021 IEEE International Conference on Communications, Virturl, Montreal, June 2021. [Link][AAAI'20] (CCF-A) Joint Character Embedding and Adversarial Stability Training to Defend Adversarial Text.
Hui Liu, Yongzheng Zhang, Yipeng Wang, Zheng Lin, Yige Chen.
The Thirty-Fourth AAAI Conference on Artificial Intelligence, New York, New York, USA, February 2020. Full paper acceptance rate: 1591/7737 = 20.6%. [Link][ICNP'19] (CCF-B) Rethinking Encrypted Traffic Classification: A Multi-Attribute Associated Fingerprint Approach.
Yige Chen, Tianning Zang, Yongzheng Zhang, Yuan Zhou, Yipeng Wang.
The 27th IEEE International Conference on Network Protocols, Chicago, Illinois, USA, October 2019. Full paper acceptance rate: 29/212 = 13.7%. [Link][IJCAI-PRICAI'20] (CCF-A) Gated POS-Level Language Model for Authorship Verification.
Linshu Ouyang, Yongzheng Zhang, Hui Liu, Yige Chen, Yipeng Wang.
The 29th International Joint Conference on Artificial Intelligence and the 17th Pacific Rim International Conference on Artificial Intelligence, Japan, January 2021. [Link][ICICS'19] (CCF-C) DLchain: a Covert Channel over Blockchain based on Dynamic Labels.
Jing Tian, Gaopeng Gou, Chang Liu, Yige Chen, Gang Xiong, Zhen Li.
The 2019 International Conference on Information and Communications Security, Beijing, China, December 2019. Full paper acceptance rate: 48/199 = 24.1%. [Link]
