Search Results - "Van Gerwen, Puck"
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OSCAR: an extensive repository of chemically and functionally diverse organocatalysts
Published in Chemical science (Cambridge) (30-11-2022)“…The automated construction of datasets has become increasingly relevant in computational chemistry. While transition-metal catalysis has greatly benefitted…”
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A genetic optimization strategy with generality in asymmetric organocatalysis as a primary target
Published in Chemical science (Cambridge) (06-03-2024)“…A catalyst possessing a broad substrate scope, in terms of both turnover and enantioselectivity, is sometimes called "general". Despite their great utility in…”
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Physics-based representations for machine learning properties of chemical reactions
Published in Machine learning: science and technology (01-12-2022)“…Physics-based representations constructed using only atomic positions and nuclear charges (also known as quantum machine learning, QML) allow for the reliable…”
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Metric learning for kernel ridge regression: assessment of molecular similarity
Published in Machine learning: science and technology (01-09-2022)“…Supervised and unsupervised kernel-based algorithms widely used in the physical sciences depend upon the notion of similarity . Their reliance on pre-defined…”
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Genetic Algorithms for the Discovery of Homogeneous Catalysts
Published in Chimia (22-02-2023)“…In this account, we discuss the use of genetic algorithms in the inverse design process of homogeneous catalysts for chemical transformations. We describe the…”
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Reply to Comment on ‘Physics-based representations for machine learning properties of chemical reactions’
Published in Machine learning: science and technology (01-12-2023)“…Recently, we published an article in this journal that explored physics-based representations in combination with kernel models for predicting reaction…”
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3DReact: Geometric deep learning for chemical reactions
Published 12-07-2024“…J. Chem. Inf. Model. 64, 5771-5785 (2024) Geometric deep learning models, which incorporate the relevant molecular symmetries within the neural network…”
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Giant Huang–Rhys Factor for Electron Capture by the Iodine Intersitial in Perovskite Solar Cells
Published in Journal of the American Chemical Society (23-06-2021)“…Improvement in the optoelectronic performance of halide perovskite semiconductors requires the identification and suppression of nonradiative carrier trapping…”
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3DReact: Geometric Deep Learning for Chemical Reactions
Published in Journal of chemical information and modeling (12-08-2024)“…Geometric deep learning models, which incorporate the relevant molecular symmetries within the neural network architecture, have considerably improved the…”
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Benchmarking machine-readable vectors of chemical reactions on computed activation barriers
Published in Digital discovery (15-05-2024)“…In recent years, there has been a surge of interest in predicting computed activation barriers, to enable the acceleration of the automated exploration of…”
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Christmas Symposium Basel December 6, 2019
Published in Chimia (26-02-2020)Get full text
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Christmas Symposium Basel December 6, 2019: Conference Report
Published in Chimia (26-02-2020)Get full text
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CarrierCapture.jl: Anharmonic Carrier Capture
Published in Journal of open source software (12-03-2020)Get full text
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Christmas Symposium Basel December 6, 2019
Published in Chimia (01-02-2020)Get full text
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15
Integer linear programming for unsupervised training set selection in molecular machine learning
Published 21-10-2024“…Integer linear programming (ILP) is an elegant approach to solve linear optimization problems, naturally described using integer decision variables. Within the…”
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Giant Huang-Rhys Factor for Electron Capture by the Iodine Interstitial in Perovskite Solar Cells
Published 05-05-2021“…Improvement in the optoelectronic performance of halide perovskite semiconductors requires the identification and suppression of non-radiative carrier trapping…”
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17
Could ChatGPT get an Engineering Degree? Evaluating Higher Education Vulnerability to AI Assistants
Published 07-08-2024“…AI assistants are being increasingly used by students enrolled in higher education institutions. While these tools provide opportunities for improved teaching…”
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