Author

Lina Lu

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Open access Aug 2026

A frequency-guided multi-scale decomposition and patch transformer for multivariate cryptocurrency time-series forecasting

Comparisons with recurrent, decomposition-based, patch-based, inverted-Transformer, and multi-scale forecasting models, together with component ablations and computational-complexity analysis, are used to assess the proposed frequency-guided smoothing operation's effectiveness.

Jin Liu, M. Yahya, Saidatunur Fauzi Saidin et al. · Scientific Reports · 0 citations

Open access Jul 2026

Semantic-guided edge enhancement for graph self-supervised learning in network intrusion detection.

To improve the discriminability of the network flow graph, a new node‑edge‑node attention algorithm is introduced for graph enhancement representation that integrates edge-aware attention and intra-edge feature self-attention collaboratively, thereby assists the model to perceive complex attack behaviors at multiple gr...

Yuxin Zhang, Yanxiang Hu, Bo Zhang et al. · Scientific Reports · 0 citations