Author

Jian-Rong Lu

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2026

GraphWave: A Dynamic Context-Adaptive Multimodal Feature Fusion Framework for Threat Detection

Accurate network traffic classification is critical for defending against evolving cyber threats. However, mainstream methods relying solely on intra-flow features fail to distinguish malicious traffic with highly similar legitimate patterns, lacking contextual modeling and robustness to adversarial evasion. To address...

Peng Fang, Zi-Ming Zhao, Fei-Yang Huang et al. · IEEE Transactions on Informa... · 0 citations

Conference Open access Sep 2026

Harmonizing Federated Heterogeneous Optimization via Adaptive Objective Rectification

Estimation error provably converges to zero as training progresses and HaFedHo surpasses state-of-the-art methods, including SCAFFOLD, MimeLite, and FedDyn, in both test accuracy and communication efficiency.

Jian-Rong Lu, Bang-Wei Li, Zhuo-Ya Gu et al. · Proceedings of the Thirty-Fi... · 0 citations