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Prior-Guided Diffusion Processes: A Unified Framework for Knowledge-Informed Generative Modeling with Theoretical Guarantees and Prognostic Case Studies.

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Title: Prior-Guided Diffusion Processes: A Unified Framework for Knowledge-Informed Generative Modeling with Theoretical Guarantees and Prognostic Case Studies.
Authors: Liu, Qing1,2 (AUTHOR), Di, Yanqiang1,2 (AUTHOR) yq.simu@aeu.edu.cn, Meng, Xianguo1,3 (AUTHOR), Wang, Zhiqiang1,3 (AUTHOR), Xie, Zhiying1,2 (AUTHOR), Cui, Haohao1,3 (AUTHOR), Wang, Tao1 (AUTHOR)
Source: Mathematical & Computational Applications. Jun2026, Vol. 31 Issue 3, p86. 25p.
Database: Mathematics Source
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Header DbId: msf
DbLabel: Mathematics Source
An: 194914388
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PubType: Academic Journal
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  Data: Prior-Guided Diffusion Processes: A Unified Framework for Knowledge-Informed Generative Modeling with Theoretical Guarantees and Prognostic Case Studies.
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        Value: 10.3390/mca31030086
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        Text: English
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      – TitleFull: Prior-Guided Diffusion Processes: A Unified Framework for Knowledge-Informed Generative Modeling with Theoretical Guarantees and Prognostic Case Studies.
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            – D: 01
              M: 06
              Text: Jun2026
              Type: published
              Y: 2026
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