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Deep learning

From data to diagnosis: An innovative approach to epilepsy prediction with CGTNet incorporating spatio-temporal features

Dianli Wang, Enping Li, Yang Wang, Zhiyang Liu, Aixia Sun, Wei Wei, Xuning Zhang, Cheng Peng, Fengtao Wei

published 02 Dec 2025

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HAttFFNN: Hybridized attention mechanism-based feedforward neural network deep learning model for the plastic material classification of three stage materials on spectroscopic data

Nazym Alimbekova, Hari Mohan Rai, Tursinbay Turymbetov, Ainur Zhumadillayeva

published 02 Dec 2025

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Integrating graph neural networks and LSTM for path optimization in smart port multi-modal systems

Jiangjiang He, Weixun Chen, Jiaren Sun, Lin Zhu

published 02 Dec 2025

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Stock price dynamics prediction based on multi-scale fractals and deep learning

Yuanyuan Du, Ye Tian

published 02 Dec 2025

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SCADET: A detection framework for AI-generated artwork integrating dynamic frequency attention and contrastive spectral analysis

Xiaolong Zhang, Zekai Yu, Jianqiao Zhao

published 26 Nov 2025

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Large language models for prognostic analysis in mechanical fault diagnosis

Hao Zhang, Wei Wang, Longfei Zhang, Siyu Shao, Qingli Wang, Jiandong Li, Jun Hu

published 21 Nov 2025

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Lightweight deep neural networks: Optimization of vehicle classification using ICBAM based on depthwise separable convolutions

Qifeng Niu, Jinhui Han, Zhen Sui, Feng Xu

published 21 Nov 2025

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Structured matching models in multimodal information fusion: An optimized Kuhn-Munkres algorithm

Qingnan Ji, Jinxia Wang, Lixian Wang

published 21 Nov 2025

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Research on partial discharge signal recognition and classification of power transformer based on acoustic-VMD and CNN-LSTM

Liang Chen, You Wen, Huaquan Su, Ke Xiong, Dani Chen

published 20 Nov 2025

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SMG-Net: A lightweight modular architecture for fine-grained crack segmentation in ancient wooden structures

Tianke Fang, Zhenxing Hui, Zhiying Xie, Peng Yu, Yi Gao, Songdi Shi, Yuanrong He

published 19 Nov 2025

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Iterative reconstruction of industrial positron images with generative networks

Mingwei Zhu, Min Zhao, Min Yao

published 19 Nov 2025

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Deepfake defense: Combining spatial and temporal cues with CNN–BiLSTM–transformer architecture

Srijana Yadav, S. Sudheer Mangalampalli

published 14 Nov 2025

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Enhanced multi-horizon photovoltaic power forecasting: A novel approach integrating ICEEMDAN decomposition with hierarchical frequency neural networks

Yaopeng Han, Chenxi Li, Siqi Chen, Jinghao Zhao, Yajun Tian, Jun Wang

published 14 Nov 2025

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