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  1. 9121

    Scalable training of neural network potentials for complex interfaces through data augmentation by In Won Yeu, Annika Stuke, Jon López-Zorrilla, James M. Stevenson, David R. Reichman, Richard A. Friesner, Alexander Urban, Nongnuch Artrith

    Published 2025-05-01
    “…Here, we present an efficient methodology incorporating forces into ANN training by translating them to synthetic energy data using Gaussian process regression (GPR), leading to accurate PES models with fewer additional first-principles calculations and a reduced computational effort for training. …”
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  2. 9122

    Neural networks with optimized single-neuron adaptation uncover biologically plausible regularization. by Victor Geadah, Stefan Horoi, Giancarlo Kerg, Guy Wolf, Guillaume Lajoie

    Published 2024-12-01
    “…To answer this question, a multi-scaled approach is needed where the computations of single neurons and neural circuits must be considered as a complete system. …”
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    A feedforward mechanism for human-like contour integration. by Fenil R Doshi, Talia Konkle, George A Alvarez

    Published 2025-08-01
    “…Deep neural network models provide a powerful experimental platform for exploring core mechanisms underlying human visual perception, such as perceptual grouping and contour integration-the process of linking local edge elements to arrive at a unified perceptual representation of a complete contour. …”
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  6. 9126

    GAPF-DFT: A graph-based alchemical perturbation density functional theory for catalytic high-entropy alloys by Mohamed Hendy, Okan K. Orhan, Homin Shin, Ali Malek, Mauricio Ponga

    Published 2025-04-01
    “…To address this issue, we developed a graph-based Gaussian process regression model to correct discrepancies between APDFT and conventional density functional theory values. …”
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    Anxiety-Like Behavioural Inhibition Is Normative under Environmental Threat-Reward Correlations. by Dominik R Bach

    Published 2015-12-01
    “…Harnessing a virtual computer game, we test model predictions in four experiments with human participants. …”
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    A Discretized Overlap Resolution Algorithm (DORA) for resolving spatial overlaps in individual-based models of microbes. by Ihab Hashem, Jian Wang, Jan F M Van Impe

    Published 2025-04-01
    “…By discretizing the simulation space further and assigning circular cells to specific grid units, DORA transforms the computationally intensive pairwise comparison process into a more efficient grid-based operation. …”
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