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Dec 28, 2024 | 
nature.com | Jing Liang
This study proposes a novel artificial intelligence (AI)-assisted design model that combines Variational Autoencoders (VAE) with reinforcement learning (RL) to enhance innovation and efficiency in cultural and creative product design. By introducing AI-driven decision support, the model streamlines the design workflow and significantly improves design quality. The study establishes a comprehensive framework and applies the model to four distinct design tasks, with extensive experiments validating its performance. Key factors, including creativity, cultural adaptability, and practical application, are evaluated through structured surveys and expert feedback. The results reveal that the VAE + RL model surpasses alternative approaches across multiple criteria. Highlights include a user satisfaction rate of 95%, a Structural Similarity Index (SSIM) score of 0.92, model accuracy of 93%, and a loss reduction to 0.07. These findings confirm the model’s superiority in generating high-quality designs and achieving high user satisfaction. Additionally, the model exhibits strong generalization capabilities and operational efficiency, offering valuable insights and data support for future advancements in cultural product design technology.
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Nov 17, 2024 | 
dx.doi.org | Xinyue Gu |Jingjing Zhang |Jing Liang |Xinyu Liu
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Nov 15, 2024 | 
mdpi.com | Jianyu Wang |Jing Liang |Chao Wang |Wanwei Tang
All articles published by MDPI are made immediately available worldwide under an open access license. No special permission is required to reuse all or part of the article published by MDPI, including figures and tables. For articles published under an open access Creative Common CC BY license, any part of the article may be reused without permission provided that the original article is clearly cited. For more information, please refer to https://www.mdpi.com/openaccess.
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Nov 2, 2024 | 
onlinelibrary.wiley.com | Xiao Ma |Xiaojun Chen |Jing Liang
1 Introduction Endometrial cancer (EC) is a common gynecological malignancy originating from endometrium. It can be broadly categorized into two types: type I (endometrioid), affecting approximately 80% of patients, and type II (non-endometrioid), affecting the remaining 20% [1]. Abnormal uterine bleeding (AUB) is a common symptom of EC.
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Aug 14, 2024 | 
mdpi.com | Jing Liang
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Aug 6, 2024 | 
mdpi.com | Jing Liang |Sihu Wang |Cheng Chen |Shasha Kou
All articles published by MDPI are made immediately available worldwide under an open access license. No special permission is required to reuse all or part of the article published by MDPI, including figures and tables. For articles published under an open access Creative Common CC BY license, any part of the article may be reused without permission provided that the original article is clearly cited. For more information, please refer to https://www.mdpi.com/openaccess.
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Jul 12, 2024 | 
mdpi.com | Yiling Fan |Zhuang Ma |Jing Liang |Wanwei Tang
All articles published by MDPI are made immediately available worldwide under an open access license. No special permission is required to reuse all or part of the article published by MDPI, including figures and tables. For articles published under an open access Creative Common CC BY license, any part of the article may be reused without permission provided that the original article is clearly cited. For more information, please refer to https://www.mdpi.com/openaccess.
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Jun 16, 2024 | 
onlinelibrary.wiley.com | Yue Wang |Jing Liang
CONFLICT OF INTEREST STATEMENT The authors declare no conflicts of interest. REFERENCES 1, , , , , , , , , , , , , & (2011). Mapping and analysis of chromatin state dynamics in nine human cell types. Nature, 473(7345), 43–49. https://doi.org/10.1038/nature09906 2 (2007). Replication in context: Dynamic regulation of DNA replication patterns in metazoans. Nature Reviews Genetics, 8(8), 588–600. https://doi.org/10.1038/nrg2143 3 (2010).
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May 18, 2024 | 
mdpi.com | Shiyu Zhang |Ying Wang |Jing Liang
All articles published by MDPI are made immediately available worldwide under an open access license. No specialpermission is required to reuse all or part of the article published by MDPI, including figures and tables. Forarticles published under an open access Creative Common CC BY license, any part of the article may be reused withoutpermission provided that the original article is clearly cited. For more information, please refer tohttps://www.mdpi.com/openaccess.
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Oct 31, 2023 | 
nature.com | Yu Zhang |Jing Liang
AbstractRegulator of chromosome condensation domain-containing protein 1 (RCCD1), previously reported as a partner of histone H3K36 demethylase KDM8 involved in chromosome segregation, has been identified as a potential driver for breast cancer in a recent transcriptome-wide association study. We report here that, unexpectedly, RCCD1 is also localized in mitochondria.
