3 papers
cs.CR2026
RPM-Net Reciprocal Point MLP Network for Unknown Network Security Threat Detection
Jiachen Zhang, Yueming Lu, Fan Feng +3
Effective detection of unknown network security threats in multi-class imbalanced environments is critical for maintaining cyberspace security. Current methods focus on learning cl…
cs.LG2026
Beyond Passive Aggregation: Active Auditing and Topology-Aware Defense in Decentralized Federated Learning
Sheng Pan, Niansheng Tang
Decentralized Federated Learning (DFL) remains highly vulnerable to adaptive backdoor attacks designed to bypass traditional passive defense metrics. To address this limitation, we…
cs.CR2025
MALSIGHT: Exploring Malicious Source Code and Benign Pseudocode for Iterative Binary Malware Summarization
Haolang Lu, Hongrui Peng, Guoshun Nan +6
Binary malware summarization aims to automatically generate human-readable descriptions of malware behaviors from executable files, facilitating tasks like malware cracking and det…