Search Results - "Van Gerwen, Puck"

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  1. 1

    OSCAR: an extensive repository of chemically and functionally diverse organocatalysts by Gallarati, Simone, van Gerwen, Puck, Laplaza, Ruben, Vela, Sergi, Fabrizio, Alberto, Corminboeuf, Clemence

    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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  2. 2

    A genetic optimization strategy with generality in asymmetric organocatalysis as a primary target by Gallarati, Simone, van Gerwen, Puck, Laplaza, Ruben, Brey, Lucien, Makaveev, Alexander, Corminboeuf, Clemence

    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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  3. 3

    Physics-based representations for machine learning properties of chemical reactions by van Gerwen, Puck, Fabrizio, Alberto, Wodrich, Matthew D, Corminboeuf, Clemence

    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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  4. 4

    Metric learning for kernel ridge regression: assessment of molecular similarity by Fabregat, Raimon, van Gerwen, Puck, Haeberle, Matthieu, Eisenbrand, Friedrich, Corminboeuf, Clémence

    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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  5. 5

    Genetic Algorithms for the Discovery of Homogeneous Catalysts by Gallarati, Simone, Van Gerwen, Puck, Schoepfer, Alexandre A., Laplaza, Ruben, Corminboeuf, Clemence

    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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  6. 6

    Reply to Comment on ‘Physics-based representations for machine learning properties of chemical reactions’ by van Gerwen, Puck, Wodrich, Matthew D, Laplaza, Ruben, Corminboeuf, Clemence

    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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  7. 7

    3DReact: Geometric deep learning for chemical reactions by van Gerwen, Puck, Briling, Ksenia R, Bunne, Charlotte, Somnath, Vignesh Ram, Laplaza, Ruben, Krause, Andreas, Corminboeuf, Clemence

    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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  8. 8

    Giant Huang–Rhys Factor for Electron Capture by the Iodine Intersitial in Perovskite Solar Cells by Whalley, Lucy D, van Gerwen, Puck, Frost, Jarvist M, Kim, Sunghyun, Hood, Samantha N, Walsh, Aron

    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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  9. 9

    3DReact: Geometric Deep Learning for Chemical Reactions by van Gerwen, Puck, Briling, Ksenia R., Bunne, Charlotte, Somnath, Vignesh Ram, Laplaza, Ruben, Krause, Andreas, Corminboeuf, Clemence

    “…Geometric deep learning models, which incorporate the relevant molecular symmetries within the neural network architecture, have considerably improved the…”
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    Journal Article
  10. 10

    Benchmarking machine-readable vectors of chemical reactions on computed activation barriers by van Gerwen, Puck, Briling, Ksenia R, Calvino Alonso, Yannick, Franke, Malte, Corminboeuf, Clemence

    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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    Integer linear programming for unsupervised training set selection in molecular machine learning by Haeberle, Matthieu, van Gerwen, Puck, Laplaza, Ruben, Briling, Ksenia R, Weinreich, Jan, Eisenbrand, Friedrich, Corminboeuf, Clemence

    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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  16. 16

    Giant Huang-Rhys Factor for Electron Capture by the Iodine Interstitial in Perovskite Solar Cells by Whalley, Lucy D, van Gerwen, Puck, Frost, Jarvist M, Kim, Sunghyun, Hood, Samantha N, Walsh, Aron

    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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    Journal Article
  17. 17

    Could ChatGPT get an Engineering Degree? Evaluating Higher Education Vulnerability to AI Assistants by Borges, Beatriz, Foroutan, Negar, Bayazit, Deniz, Sotnikova, Anna, Montariol, Syrielle, Nazaretzky, Tanya, Banaei, Mohammadreza, Sakhaeirad, Alireza, Servant, Philippe, Neshaei, Seyed Parsa, Frej, Jibril, Romanou, Angelika, Weiss, Gail, Mamooler, Sepideh, Chen, Zeming, Fan, Simin, Gao, Silin, Ismayilzada, Mete, Paul, Debjit, Schöpfer, Alexandre, Janchevski, Andrej, Tiede, Anja, Linden, Clarence, Troiani, Emanuele, Salvi, Francesco, Behrens, Freya, Orsi, Giacomo, Piccioli, Giovanni, Sevel, Hadrien, Coulon, Louis, Pineros-Rodriguez, Manuela, Bonnassies, Marin, Hellich, Pierre, van Gerwen, Puck, Gambhir, Sankalp, Pirelli, Solal, Blanchard, Thomas, Callens, Timothée, Aoun, Toni Abi, Alonso, Yannick Calvino, Cho, Yuri, Chiappa, Alberto, Sclocchi, Antonio, Bruno, Étienne, Hofhammer, Florian, Pescia, Gabriel, Rizk, Geovani, Dadi, Leello, Stoffl, Lucas, Ribeiro, Manoel Horta, Bovel, Matthieu, Pan, Yueyang, Radenovic, Aleksandra, Alahi, Alexandre, Mathis, Alexander, Bitbol, Anne-Florence, Faltings, Boi, Hébert, Cécile, Tuia, Devis, Maréchal, François, Candea, George, Carleo, Giuseppe, Chappelier, Jean-Cédric, Flammarion, Nicolas, Fürbringer, Jean-Marie, Pellet, Jean-Philippe, Aberer, Karl, Zdeborová, Lenka, Salathé, Marcel, Jaggi, Martin, Rajman, Martin, Payer, Mathias, Wyart, Matthieu, Gastpar, Michael, Ceriotti, Michele, Svensson, Ola, Lévêque, Olivier, Ienne, Paolo, Guerraoui, Rachid, West, Robert, Kashyap, Sanidhya, Piazza, Valerio, Simanis, Viesturs, Kuncak, Viktor, Cevher, Volkan, Schwaller, Philippe, Friedli, Sacha, Jermann, Patrick, Kaser, Tanja, Bosselut, Antoine

    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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