ML4CS 2025
7th International Conference on Machine Learning for Cyber Security
Hangzhou, China
| Dec. 12-14, 2025
Accepted Papers
Each submission underwent a rigorous peer-review process by at least two members of our Program Committee, who evaluated them for novelty, quality, and overall contribution. Ultimately, 20 papers were chosen for presentation.
| Paper ID | Authors | Title |
|---|---|---|
| 1 | Meiqin Tang, Wei Chen and Chaoping Chang | Blockchain-based Cross-Domain Data Auditing Scheme for E-Commerce AI |
| 2 | Xue Li, Lijuan Sun, Yutong Gao, Guoshun Nan, Gaohu Li and Xu Wu | EEG-RAG: An Event Evolutionary Graph-Augmented Retrieval Model for Online Negative Event Detection |
| 38 | Meng Yu, Lijuan Sun, Yutong Gao, Gaohu Li, Jingchen Wu and Xu Wu | DFI-GNN: A Dual-Feature Interaction Graph Neural Network Model for Multimodal Medical Image Classification |
| 42 | Suliu Yang, Tianqi Zhou, Meijia Guo and Yuluo Zeng | A Fast-Verifiable Threshold BLS Signature Scheme |
| 43 | Tianyu Zuo, Wenying Zhang and Dewen Ding | Cracking Passwords with Large Language Models by Exploiting Linguistic Features |
| 44 | Wei Ma, Yu Li, Zhi Chen, Ye Liu, Lingxiao Jiang, Qiang Hu and Junyi Tao | AgentGuard: An Active Threat Discovery System for Package Confusion using Multi-Agent Collaboration |
| 45 | Xingquan Li, Sen Zhao, Guohua Tian and Meixia Miao | Parallelizable Oblivious Non-Equi-Joins in Trusted Execution Environments |
| 46 | Lifeng Zhou, Xinchun Yin, Su Jia and Hongbin Zhou | Blockchain-Based Anonymous Aggregate Signature Scheme for Medical Internet of Things |
| 51 | Shutong Liu, Liping Zhuang, Jin Peng, Yuying Lin and Zheng Gong | A Structured Chinese Encoding Framwork for Multi-Field Encrypted Fuzzy Query with Non-Bootstrapping CKKS |
| 52 | Zeli Chen, Yuhan Qian, Jing Gao, Jing Yu, Yaoling Ding, Xuexin Zheng and An Wang | Evidential Deep Fusion for Multi-Channel Analysis against Public-Key Cryptosystems |
| 53 | Zhuoyuan Niu, Chen Wang and Wei Wu | Token-Efficient Binary Vulnerability Prioritization via Function Pre-Filtering with LLMs |
| 54 | Muhammad Awais Sarwar, Yulong Fu and Muhammad Zamad Qureshi | MODELING AND ANALYZING THE SECURITY ON AI ENFORCED 6G NETWORKING |
| 59 | Shutong Li, Baodong Qin and Xiao Deng | A Prefix-Based Homomorphic Encryption Protocol for Efficient Secure Comparison |
| 60 | Wenying Zheng, Zelin Ni, Yahui Zhu and Tianqi Zhou | A Verifiable Data Possession Scheme for Distributed Computing |
| 72 | Ying Shi, Siyuan Bao, Hanzhou Wu, Jingyu Ye and Xinpeng Zhang | Entropy-Aware Watermarking for Code Generation Models |
| 73 | Chun Fang, Shengmin Xu, Xiaoguo Li and Jinhua Ma | A Verifiable and Privacy-Preserving Federated Learning Framework via Homomorphic Encryption |
| 78 | Natchapol Shinno, Haibo Zhang and Takeshi Saitoh | Empirical Study on Adversarial Robustness Degradation in Image Classification via Unlearning |
| 79 | Huizhong Zhao, Shengmin Xu, Jianchan Lai and Zhongsheng Tan | P2FR-VFL: Privacy-Enhanced Vertical Federated Learning Framework via P2FR-PSI and Homomorphic Encryption |
| 85 | So-Yeon Lee, Tae-Jun Yoon and Dae-Young Kim | Performance Evaluation of Parallel Inference Pipeline for Multi-Model Processing on Edge Devices |
| 86 | Jialu Wang, Huijie Yang, Jingang Li and Wenying Zheng | Multi-Authority Attribute-Based Access Control with Dynamic Policy Updates for Federated Learning |