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Jingjing Li

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2026

Trustworthy and Temporally Robust Web Attack Detection for Autonomous Edge Network Security

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. · 0 citations
Aug 2026

Triplet Decomposition and Extensions: A General Framework for Parameter-Efficient Fine-Tuning.

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. · 0 citations
Open access Jul 2026

Learning ordinality-aware multimodal representations for composite materials design

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. · 0 citations

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