Trustworthy security at the network edge demands fine-grained and temporally robust web attack detection to support autonomous threat response under the latency and communication constraints of distributed networked systems. Existing data-driven methods fail to deliver high-performance attack type classification as the...
Jin-Cheng Deng, Bin-Rang Liu, Zhi-Fei Liao et al.· IEEE Transactions on Network...· 0 citations
This work unify these approaches under a Triplet Matrix Decomposition framework and reveals that frequency-domain methods can surpass low-rank approaches when optimal frequency components are selected, and this advantage stems from orthogonal transformation matrices and flexible basis vector combinations.
Zhekai Du, Yinjie Min, Dan Zhang et al.· IEEE Transactions on Pattern...· 0 citations
This work builds ORDER, a multimodal framework linking microstructures and descriptors with preserved property trends, aiding prediction, retrieval, and microstructure generation and consistently outperforms alignment-oriented and property-aware baselines across property prediction, cross-modal retrieval, and microstru...
Xinyao Li, Hangwei Qian, Jingjing Li et al.· Nature Communications· 0 citations
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