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    Higher-order and distributed synergistic functional interactions encode information gain in goal-directed learning by Etienne Combrisson, Ruggero Basanisi, Matteo Neri, Guillaume Auzias, Giovanni Petri, Daniele Marinazzo, Stefano Panzeri, Andrea Brovelli

    Published 2025-08-01
    “…However, the role of cortico-cortical functional interactions remains unclear. To address this question, we integrated information dynamics analysis with magnetoencephalography to investigate the encoding of learning signals through neural interactions. …”
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  5. 185

    SuperEdgeGO: Edge-supervised graph representation learning for enhanced protein function prediction. by Shugang Zhang, Yuntong Li, Wenjian Ma, Qing Cai, Jing Qin, Xiangpeng Bi, Huasen Jiang, Xiaoyu Huang, Zhiqiang Wei

    Published 2025-08-01
    “…To date, there have been over 200 million known proteins, but only 0.2% of them have well-annotated functional terms. By measuring the contacts among residues, proteins can be described as graphs so that the graph leaning approaches can be applied to learn protein representations. …”
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  6. 186

    Noncoding variants and sulcal patterns in congenital heart disease: Machine learning to predict functional impact by Enrique Mondragon-Estrada, Jane W. Newburger, Steven R. DePalma, Martina Brueckner, John Cleveland, Wendy K. Chung, Bruce D. Gelb, Elizabeth Goldmuntz, Donald J. Hagler, Jr., Hao Huang, Patrick McQuillen, Thomas A. Miller, Ashok Panigrahy, George A. Porter, Jr., Amy E. Roberts, Caitlin K. Rollins, Mark W. Russell, Martin Tristani-Firouzi, P. Ellen Grant, Kiho Im, Sarah U. Morton

    Published 2025-02-01
    “…Genes predicted to be regulated by these ncDNVs were enriched for functions related to neuronal development. This highlights the potential of deep learning models to generate hypotheses about the role of noncoding variants in brain development.…”
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  7. 187

    The Impact of Functional Asymmetry of the Cerebral Hemispheres in Students of a Physics and Mathematics Lyceum on the Learning Outcomes by Oksana Ikkert, Tetiana Korol, Kateryna Hlazunova, Iryna Tsinkevych

    Published 2025-03-01
    “…This indicates that the type of interhemispheric asymmetry is not a factor that causes learning difficulties or vice versa. The article summarizes the necessity of considering the individual psychophysiological characteristics of students in the educational process, particularly their functional asymmetry of the cerebral hemispheres. …”
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  8. 188

    DPFunc: accurately predicting protein function via deep learning with domain-guided structure information by Wenkang Wang, Yunyan Shuai, Min Zeng, Wei Fan, Min Li

    Published 2025-01-01
    “…In this study, we propose a deep learning-based solution, named DPFunc, for accurate protein function prediction with domain-guided structure information. …”
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  9. 189

    Ramp Metering for a Distant Downstream Bottleneck Using Reinforcement Learning with Value Function Approximation by Yue Zhou, Kaan Ozbay, Pushkin Kachroo, Fan Zuo

    Published 2020-01-01
    “…The mechanism and development of the approximate value function and how learning of its parameters is integrated into the Q-learning process are well explained. …”
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    Functional polymorphism of the mu-opioid receptor gene (OPRM1) influences reinforcement learning in humans. by Mary R Lee, Courtney L Gallen, Xiaochu Zhang, Colin A Hodgkinson, David Goldman, Elliot A Stein, Christina S Barr

    Published 2011-01-01
    “…Previous reports on the functional effects (i.e., gain or loss of function), and phenotypic outcomes (e.g., changes in addiction vulnerability and stress response) of a commonly occurring functional single nucleotide polymorphism (SNP) of the mu-opioid receptor (OPRM1 A118G) have been inconsistent. …”
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    Hyperspectral Image Joint Super-Resolution via Local Implicit Spatial-Spectral Function Learning by Yanan Zhang, Jizhou Zhang, Sijia Han

    Published 2024-01-01
    “…In this paper, we propose the Local Implicit Spatial-spectral Function (LISSF), which learns a local continuous representation of high spatial resolution hyperspectral images (HR-HSI) from the discrete inputs. …”
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    Bionic Compass Method Based on Atmospheric Polarization Optimization in Non-Ideal Clear Condition by Yuyang Li, Xia Wang, Min Zhang, Ruiqiang Li, Qiyang Sun

    Published 2024-11-01
    “…This paper proposes a bionic navigation method based on atmospheric polarization optimization to improve heading accuracy under non-ideal clear conditions. A signal model under non-ideal clear conditions was firstly established to introduce disturbances of aerosols and other particles into the raw signal function acquired by a camera. …”
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