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Diffusion Model-Based Multi-Channel EEG Representation and Forecasting for Early Epileptic Seizure Warning.

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Title: Diffusion Model-Based Multi-Channel EEG Representation and Forecasting for Early Epileptic Seizure Warning.
Authors: Jiang Z; College of Computer Science, Sichuan University, Chengdu, 610000, China.; West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, 610000, China., Dai W; West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, 610000, China., Wei Q; West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, 610000, China., Qin Z; West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, 610000, China., Wei R; College of Computer Science, Sichuan University, Chengdu, 610000, China., Li M; Department of Clinical Laboratory Medicine, the First Medical Center, Chinese PLA General Hospital, Beijing, 100853, China., Chen X; Gastric Cancer Center, West China Hospital, Sichuan University, Chengdu, 610000, China., Huo Y; Chengdu Information Technology of Chinese Academy of Sciences Co., Ltd., Chengdu, 610000, China., Liu J; Zybio Inc, Chongqing, 400010, China., Li K; West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, 610000, China. likang@wchscu.cn., Zhang L; College of Computer Science, Sichuan University, Chengdu, 610000, China. zhangle06@scu.edu.cn.
Source: Interdisciplinary sciences, computational life sciences [Interdiscip Sci] 2026 Jun; Vol. 18 (2), pp. 628-639. Date of Electronic Publication: 2025 Aug 11.
Publication Type: Journal Article
Journal Info: Publisher: Springer-Verlag Country of Publication: Germany NLM ID: 101515919 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1867-1462 (Electronic) Linking ISSN: 18671462 NLM ISO Abbreviation: Interdiscip Sci Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Jiang+Z%22">Jiang Z</searchLink>; College of Computer Science, Sichuan University, Chengdu, 610000, China.; West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, 610000, China.<br /><searchLink fieldCode="AU" term="%22Dai+W%22">Dai W</searchLink>; West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, 610000, China.<br /><searchLink fieldCode="AU" term="%22Wei+Q%22">Wei Q</searchLink>; West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, 610000, China.<br /><searchLink fieldCode="AU" term="%22Qin+Z%22">Qin Z</searchLink>; West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, 610000, China.<br /><searchLink fieldCode="AU" term="%22Wei+R%22">Wei R</searchLink>; College of Computer Science, Sichuan University, Chengdu, 610000, China.<br /><searchLink fieldCode="AU" term="%22Li+M%22">Li M</searchLink>; Department of Clinical Laboratory Medicine, the First Medical Center, Chinese PLA General Hospital, Beijing, 100853, China.<br /><searchLink fieldCode="AU" term="%22Chen+X%22">Chen X</searchLink>; Gastric Cancer Center, West China Hospital, Sichuan University, Chengdu, 610000, China.<br /><searchLink fieldCode="AU" term="%22Huo+Y%22">Huo Y</searchLink>; Chengdu Information Technology of Chinese Academy of Sciences Co., Ltd., Chengdu, 610000, China.<br /><searchLink fieldCode="AU" term="%22Liu+J%22">Liu J</searchLink>; Zybio Inc, Chongqing, 400010, China.<br /><searchLink fieldCode="AU" term="%22Li+K%22">Li K</searchLink>; West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, 610000, China. likang@wchscu.cn.<br /><searchLink fieldCode="AU" term="%22Zhang+L%22">Zhang L</searchLink>; College of Computer Science, Sichuan University, Chengdu, 610000, China. zhangle06@scu.edu.cn.
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  Data: <searchLink fieldCode="JN" term="%22101515919%22">Interdisciplinary sciences, computational life sciences</searchLink> [Interdiscip Sci] 2026 Jun; Vol. 18 (2), pp. 628-639. <i>Date of Electronic Publication: </i>2025 Aug 11.
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        Value: 10.1007/s12539-025-00750-2
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              Text: 2026 Jun
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