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processing algorithm » modeling algorithm (Expand Search), routing algorithm (Expand Search), tracking algorithm (Expand Search)
learning algorithm » learning algorithms (Expand Search)
query processing » pre processing (Expand Search)
data algorithm » data algorithms (Expand Search), update algorithm (Expand Search), atlas algorithm (Expand Search)
element data » settlement data (Expand Search), relevant data (Expand Search), movement data (Expand Search)
dft learning » mfs learning (Expand Search), deep learning (Expand Search), shot learning (Expand Search)
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Uncertainty Based Machine Learning-DFT Hybrid Framework for Accelerating Geometry Optimization
Published 2024“…Compared to previous active learning approaches, our algorithm adds two key features: a modified delta method incorporating force information to enhance efficiency in uncertainty estimation, and a quasi-Newton approach based upon a Hessian matrix calculated from the neural network; the later improving stability of optimization near critical points. …”
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Predicting Oxidation Potentials with DFT-Driven Machine Learning
Published 2025“…To further facilitate future development of ML models, we extensively tested various algorithms and conducted a thorough feature importance analysis. …”
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Predicting Oxidation Potentials with DFT-Driven Machine Learning
Published 2025“…To further facilitate future development of ML models, we extensively tested various algorithms and conducted a thorough feature importance analysis. …”
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Efficient Algorithms for GPU Accelerated Evaluation of the DFT Exchange-Correlation Functional
Published 2025“…In this work, we present a comparative study of four GPU-accelerated algorithms for evaluating the KS-DFT exchange–correlation (XC) potential with an atom-centered Gaussian basis. …”
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