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Prof. Dr. Markus Meuwly

Department of Chemistry
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Vogiatzis, Konstantinos D., Corminboeuf, Clémence, Nova, Ainara, Jorner, Kjell, Kästner, Johannes, Meuwly, Markus, Schwaller, Philippe, Böttcher, Victor, Drosou, Maria, Fako, Edvin, Hoppe, Hannes, Ivkovic, Zarko, Iwanojko, Nestor, Pantazis, Dimitrios A., Schmid, Stefan P., Szenes, Kalman, Tetenoire, Auguste, & Reiher, Markus. (2026). Boosting Computational Catalysis and Chemical Reactivity with Artificial Intelligence [Journal-article]. Journal of the American Chemical Society, Online ahead of print––. https://doi.org/10.1021/jacs.5c17786

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Andreichev, Valerii, Aydin, Sena, Töpfer, Kai, Meuwly, Markus, & Vazquez-Salazar, Luis Itza. (2026). Design, assessment, and application of machine learning potential energy surfaces [Journal-article]. Machine Learning: Science and Technology, Online ahead of print––. https://doi.org/10.1088/2632-2153/ae47b9

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Käser, Silvan, Koner, Debasish, & Meuwly, Markus. (2026). Compact Kernel/Neural Network Representation for Accurate, Fast, and Global Reactive Molecular Potential Energy Surfaces. Precision Chemistry, Online ahead of print––. https://doi.org/10.1021/prechem.5c00074

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Yin, Cangtao, Käser, Silvan, Upadhyay, Meenu, & Meuwly, Markus. (2025). Photodissociation dynamics of energized H2COO: Formation of molecular products [Journal-article]. Journal of Chemical Physics, 163(21). https://doi.org/10.1063/5.0293294

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Andreichev, V., Käser, S., Bocanegra, E. L., Salik, M., Johnson, M. A., & Meuwly, M. (2025). Dynamics of protonated oxalate from machine-learned simulations and experiment: infrared signatures, proton transfer dynamics and tunneling splittings. 27. https://doi.org/10.1039/d5cp03085d

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Boittier, E. D., Käser, S., & Meuwly, M. (2025). Roadmap to CCSD(T)-Quality Machine-Learned Potentials for Condensed Phase Simulations. 21. https://doi.org/10.1021/acs.jctc.5c01085

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Lwin, Eaindra, Gölz, Mathis J., Lüttschwager, Nils O. B., Suhm, Martin A., Käser, Silvan, Andreichev, Valerii, Brandes, Magalie A., & Meuwly, Markus. (2025). Rotational, vibrational, conformational and diastereomeric dimer cooling of aminoalcohols in soft supersonic expansions and the monohydrate of dimethylaminoethanol [Journal-article]. Physical Chemistry Chemical Physics, 27(34), 17692–17703. https://doi.org/10.1039/d5cp02019k

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San Vicente Veliz, Juan Carlos, Jo, Sung Min, Wang, Jingchun, Bemish, Raymond J., & Meuwly, Markus. (2025). Reaction dynamics for the [NNO] system from state-resolved and coarse-grained models [Journal-article]. The Journal of Chemical Physics, 163(7). https://doi.org/10.1063/5.0284631

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Chaton, Kham Lek, & Meuwly, Markus. (2025). Enhancing Empirical Energy Functions Using Physics‐ and Machine Learning‐Based Extensions: Structure, Dynamics and Spectroscopy of Modified Benzenes [Journal-article]. Journal of Computational Chemistry, 46(21). https://doi.org/10.1002/jcc.70162

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Vazquez-Salazar, Luis Itza, & Meuwly, Markus. (2025). Augmenting Chemical Databases for Atomistic Machine Learning by Sampling Conformational Space [Journal-article]. Journal of Chemical Information and Modeling, 65(16), 8563–8578. https://doi.org/10.1021/acs.jcim.5c00752

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Horn, Karl P., Upadhyay, Meenu, Margulis, Baruch, Reich, Daniel M., Narevicius, Edvardas, Meuwly, Markus, & Koch, Christiane P. (2025). Feshbach Resonances in Cold Collisions: Benchmarking State-of-the-Art Ab Initio Potential Energy Surfaces [Journal-article]. Journal of Physical Chemistry Letters, 16, 7862–7867. https://doi.org/10.1021/acs.jpclett.5c01581

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Yin, Cangtao, Käser, Silvan, Upadhyay, Meenu, & Meuwly, Markus. (2025). End-to-End Photodissociation Dynamics of Energized H₂COO. In Arxiv. Cornell University. https://doi.org/10.48550/arXiv.2507.18964

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Käser, Silvan, Richardson, Jeremy O., & Meuwly, Markus. (2025). Transfer Learning for Predictive Molecular Simulations: Data-Efficient Potential Energy Surfaces at CCSD(T) Accuracy [Journal-article]. Journal of Chemical Theory and Computation, 21(13), 6633–6643. https://doi.org/10.1021/acs.jctc.5c00523

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Wang, JingChun, San Vicente Veliz, Juan Carlos, Upadhyay, Meenu, & Meuwly, Markus. (2025). High-Energy Reaction Dynamics of O₃. In Arxiv. Cornell University. https://doi.org/10.48550/arXiv.2506.06088

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Upadhyay, Meenu, Käser, Silvan, Sahoo, Jayakrushna, Scribano, Yohann, & Meuwly, Markus. (2025). Reaction Dynamics of the H + HeH+ → He + H+2 System. In Arxiv. Cornell University. https://doi.org/10.48550/arXiv.2503.21196

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Vazquez-Salazar, Luis Itza, Käser, Silvan, & Meuwly, Markus. (2025). Outlier-detection for reactive machine learned potential energy surfaces [Journal-article]. npj Computational Materials, 11(1). https://doi.org/10.1038/s41524-024-01473-6

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Töpfer, Kai, Erramilli, Shyamsunder, Ziegler, Lawrence D., & Meuwly, Markus. (2024). Energy relaxation of N2O in gaseous, supercritical, and liquid xenon and SF6 [Journal-article]. The Journal of Chemical Physics, 161(18). https://doi.org/10.1063/5.0235760

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Töpfer, Kai, Boittier, Eric, Devereux, Mike, Pasti, Andrea, Hamm, Peter, & Meuwly, Markus. (2024). Force Fields for Deep Eutectic Mixtures: Application to Structure, Thermodynamics and 2D-Infrared Spectroscopy. Journal of Physical Chemistry B, 128(44), 10937–10949. https://doi.org/10.1021/acs.jpcb.4c05480

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Hwang, Wonmuk, Austin, Steven L., Blondel, Arnaud, Boittier, Eric D., Boresch, Stefan, Buck, Matthias, Buckner, Joshua, Caflisch, Amedeo, Chang, Hao-Ting, Cheng, Xi, Choi, Yeol Kyo, Chu, Jhih-Wei, Crowley, Michael F., Cui, Qiang, Damjanovic, Ana, Deng, Yuqing, Devereux, Mike, Ding, Xinqiang, Feig, Michael F., et al. (2024). CHARMM at 45: Enhancements in Accessibility, Functionality, and Speed. Journal of Physical Chemistry B, 128(41), 9976–10042. https://doi.org/10.1021/acs.jpcb.4c04100

Boittier, Eric, Töpfer, Kai, Devereux, Mike, & Meuwly, Markus. (2024). Kernel-Based Minimal Distributed Charges: A Conformationally Dependent ESP-Model for Molecular Simulations [Journal-article]. Journal of Chemical Theory and Computation, 20(18), 8088–8099. https://doi.org/10.1021/acs.jctc.4c00759

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Meenu Upadhyay, & Markus Meuwly. (2024). CO2 and NO2 formation on amorphous solid water. Astronomy and Astrophysics, 689. https://doi.org/10.1051/0004-6361/202450091

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Horn, Karl P., Upadhyay, Meenu, Margulis, Baruch, Reich, Daniel M., Narevicius, Edvardas, Meuwly, Markus, & Koch, Christiane P. (2024). Feshbach resonances in cold collisions as a benchmark for state of the art ab initio theory. In Arxiv. Cornell University. https://doi.org/10.48550/arXiv.2408.13197

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Aydin, Sena, Salehi, Seyedeh Maryam, Töpfer, Kai, & Meuwly, Markus. (2024). SCN as a local probe of protein structural dynamics [Journal-article]. The Journal of Chemical Physics, 161. https://doi.org/10.1063/5.0216657

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Wang, JingChun, San Vicente Veliz, Juan Carlos, & Meuwly, Markus. (2024). High-Energy Reaction Dynamics of N 3 [Journal-article]. The Journal of Physical Chemistry A, 128(39), 8322–8332. https://doi.org/10.1021/acs.jpca.4c02841

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Devereux, Mike, Boittier, Eric D., & Meuwly, Markus. (2024). Systematic improvement of empirical energy functions in the era of machine learning [Journal-article]. Journal of Computational Chemistry, 45(22), 1899–1913. https://doi.org/10.1002/jcc.27367

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Song, Kaisheng, Upadhyay, Meenu, & Meuwly, Markus. (2024). OH-Formation following vibrationally induced reaction dynamics of H2COO. Physical Chemistry Chemical Physics, 26(16), 12698–12708. https://doi.org/10.1039/d4cp00739e

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Käser, S., & Meuwly, M. (2024). Numerical Accuracy Matters: Applications of Machine Learned Potential Energy Surfaces. Journal of Physical Chemistry Letters, 15(12), 3419–3424. https://doi.org/10.1021/acs.jpclett.3c03405

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Horn, K. P., Vazquez-Salazar, L. I., Koch, C. P., & Meuwly, M. (2024). Improving potential energy surfaces using measured Feshbach resonance states. Science Advances, 10(9). https://doi.org/10.1126/sciadv.adi6462

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Upadhyay, M., Töpfer, K., & Meuwly, M. (2024). Molecular Simulation for Atmospheric Reactions: Non-Equilibrium Dynamics, Roaming, and Glycolaldehyde Formation following Photoinduced Decomposition of syn-Acetaldehyde Oxide. Journal of Physical Chemistry Letters, 15(1), 90–96. https://doi.org/10.1021/acs.jpclett.3c03131

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Boittier, Eric, Töpfer, Kai, Devereux, Mike, & Meuwly, Markus. (2024). Kernel-Based Minimal Distributed Charges: A Conformationally Dependent ESP-Model for Molecular Simulations. In Arxiv. Cornell University. https://doi.org/10.48550/arXiv.2406.00513

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Töpfer, Kai, Boittier, Eric, Devereux, Mike, Pasti, Andrea, Hamm, Peter, & Meuwly, Markus. (2024). Force Fields for Deep Eutectic Mixtures: Application to Structure and 2D-Infrared Spectroscopy. In Arxiv. Cornell University. https://doi.org/10.48550/arXiv.2408.07638

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Wang, JingChun, San Vicente Veliz, Juan Carlos, & Meuwly, Markus. (2024). High-Energy Reaction Dynamics of N3. In Arxiv. Cornell University. https://doi.org/10.48550/arXiv.2404.18877

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Caracciolo, Adriana, San Vicente Veliz, Juan Carlos, Lu, Dandan, Guo, Hua, Meuwly, Markus, & Minton, Timothy K. (2023). Experimental and Theoretical Studies of Hyperthermal N + O<sub>2</sub> Collisions [Journal-article]. The Journal of Physical Chemistry A, 127(42), 8834–8848. https://doi.org/10.1021/acs.jpca.3c04516

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Song, K., Käser, S., Töpfer, K., Vazquez-Salazar, L. I., & Meuwly, M. (2023). PhysNet meets CHARMM: A framework for routine machine learning/molecular mechanics simulations. Journal of Chemical Physics, 159(2). https://doi.org/10.1063/5.0155992

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Käser, S., & Meuwly, M. (2023). Transfer-learned potential energy surfaces: Toward microsecond-scale molecular dynamics simulations in the gas phase at CCSD(T) quality. Journal of Chemical Physics, 158(21). https://doi.org/10.1063/5.0151266

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Hickson, K. M., San Vicente Veliz, J. C., Koner, D., & Meuwly, M. (2023). Low-temperature kinetics for the N + NO reaction: experiment guides the way. Physical Chemistry Chemical Physics, 25(20), 13854–13863. https://doi.org/10.1039/d3cp00584d

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Töpfer, K., Koner, D., Erramilli, S., Ziegler, L. D., & Meuwly, M. (2023). Molecular-level understanding of the rovibrational spectra of N2O in gaseous, supercritical, and liquid SF6and Xe. Journal of Chemical Physics, 158(14). https://doi.org/10.1063/5.0143395

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Margulis, B., Horn, K. P., Reich, D. M., Upadhyay, M., Kahn, N., Christianen, A., van der Avoird, A., Groenenboom, G. C., Meuwly, M., Koch, C. P., & Narevicius, E. (2023). Tomography of Feshbach resonance states. Science, 380(6640), 77–81. https://doi.org/10.1126/science.adf9888

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Turan, H. T., Boittier, E., & Meuwly, M. (2023). Interaction at a distance: Xenon migration in Mb. Journal of Chemical Physics, 158(12). https://doi.org/10.1063/5.0124502

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Turan, H. T., & Meuwly, M. (2023). Local Hydration Control and Functional Implications Through S-Nitrosylation of Proteins: Kirsten Rat Sarcoma Virus (K-RAS) and Hemoglobin (Hb). Journal of Physical Chemistry B, 127(7), 1526–1539. https://doi.org/10.1021/acs.jpcb.2c07371

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Käser, S., Vazquez-Salazar, L. I., Meuwly, M., & Töpfer, K. (2023). Neural network potentials for chemistry: concepts, applications and prospects. Digital Discovery, 2(1), 28–58. https://doi.org/10.1039/d2dd00102k

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Salehi, S. M., Pezzella, M., Willard, A., Meuwly, M., & Karplus, M. (2023). Water dynamics around T0vs R4of hemoglobin from local hydrophobicity analysis. Journal of Chemical Physics, 158(2). https://doi.org/10.1063/5.0129990

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Caracciolo, Adriana, Juan Carlos San Vincente Veliz, Juan Carlos, Lu, Dandan, Guo, Hua, Meuwly, Markus, & Minton, Timothy. (2023). Experimental and Theoretical Studies of Hyperthermal N + O2 Collisions. In ChemRxiv. Cambridge University Press.

Kilaj, Ardita, Kaser, Silvan, Wang, Jia, Straňák, Patrik, Schwilk, Max, Xu, Lei, von Lilienfeld, O. Anatole, Küpper, Jochen, Meuwly, Markus, & Willitsch, Stefan. (2023). Conformational and state-specific effects in reactions of 2,3-dibromobutadiene with Coulomb-crystallized calcium ions. Physical Chemistry Chemical Physics, 25(20), 13933–13945. https://doi.org/10.1039/d3cp01416a

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Pokratath, R., Van Den Eynden, D., Cooper, S. R., Mathiesen, J. K., Waser, V., Devereux, M., Billinge, S. J. L., Meuwly, M., Jensen, K. M. Ø., & De Roo, J. (2022). Correction: Mechanistic Insight into the Precursor Chemistry of ZrO2and HfO2Nanocrystals, toward Size-Tunable Syntheses” (JACS Au (2022) 2:4 (827-838) DOI: 10.1021/jacsau.1c00568). JACS Au, 2(5). https://doi.org/10.1021/jacsau.2c00231

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Boittier, Eric D., Devereux, Mike, & Meuwly, Markus. (2022). Molecular Dynamics with Conformationally Dependent, Distributed Charges. Journal of Chemical Theory and Computation, 18(12), 7544–7554. https://doi.org/10.1021/acs.jctc.2c00693

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Goswami, Sugata, Veliz, Juan Carlos San Vicente, Upadhyay, Meenu, Bemish, Raymond J., & Meuwly, Markus. (2022). Quantum and quasi-classical dynamics of the C(3P) + O2(3Σ −g) → CO(1Σ+) + O(1D) reaction on its electronic ground state. Physical Chemistry Chemical Physics, 24(38), 23309–23322. https://doi.org/10.1039/d2cp02840a

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Käser, Silvan, & Meuwly, Markus. (2022). Correction: Transfer Learned Potential Energy Surfaces: Accurate Anharmonic Vibrational Dynamics and Dissociation Energies for the Formic Acid Monomer and Dimer. Physical Chemistry Chemical Physics, 24(29), 17899. https://doi.org/10.1039/d2cp90126a

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Käser, Silvan, Richardson, Jeremy O., & Meuwly, Markus. (2022). Transfer Learning for Affordable and High Quality Tunneling Splittings from Instanton Calculations. Journal of Chemical Theory and Computation, 18(11), 6840–6850. https://doi.org/10.1021/acs.jctc.2c00790

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Meuwly, Markus. (2022). Atomistic Simulations for Reactions and Vibrational Spectroscopy in the Era of Machine Learning - Quo Vadis? Journal of Physical Chemistry B, 126(11), 2155–2167. https://doi.org/10.1021/acs.jpcb.2c00212

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Meuwly, Markus. (2022). Computational Vibrational Spectroscopy. Chimia, 76(6), 589. https://doi.org/10.2533/chimia.2022.589

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Patra, Sarbani, San Vicente Veliz, Juan Carlos, Koner, Debasish, Bieske, Evan J., & Meuwly, Markus. (2022). Photodissociation Dynamics of N⁺₃. Journal of Clinical Physics, 156(12), 124307. https://doi.org/10.1063/5.0085081

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Pokratath, Rohan, Van den Eynden, Dietger, Cooper, Susan Rudd, Mathiesen, Jette Katja, Waser, Valérie, Devereux, Mike, Billinge, Simon J. L., Meuwly, Markus, Jensen, Kirsten M. Ø., & De Roo, Jonathan. (2022). Mechanistic Insight into the Precursor Chemistry of ZrO₂ and HfO₂ Nanocrystals; towards Size-Tunable Syntheses. JACS Au, 2(4), 827–838. https://doi.org/10.1021/jacsau.1c00568

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Salehi, Seyedeh Maryam, Kaser, Silvan, Töpfer, Kai, Diamantis, Polydefkis, Pfister, Rolf, Hamm, Peter, Rothlisberger, Ursula, & Meuwly, Markus. (2022). Hydration dynamics and IR spectroscopy of 4-fluorophenol. Physical Chemistry Chemical Physics, 24(42), 26046–26060. https://doi.org/10.1039/d2cp02857c

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Salehi, Seyedeh Maryam, & Meuwly, Markus. (2022). Site-Selective Dynamics of Ligand-Free and Ligand-Bound Azidolysozyme. Journal of Clinical Physics, 156(10), 105105. https://doi.org/10.1063/5.0077361

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Salehi, Seyedeh Maryam, & Meuwly, Markus. (2022). Cross Correlated Motions in Azidolysozyme. Molecules, 27(3), 839. https://doi.org/10.3390/molecules27030839

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Toepfer, Kai, Upadhyay, Meenu, & Meuwly, Markus. (2022). Quantitative molecular simulations. Physical Chemistry Chemical Physics, 24(21), 12767–12786. https://doi.org/10.1039/d2cp01211a

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Töpfer, Kai, Käser, Silvan, & Meuwly, Markus. (2022). Double proton transfer in hydrated formic acid dimer: Interplay of spatial symmetry and solvent-generated force on reactivity. Physical Chemistry Chemical Physics, 24(22), 13869–13882. https://doi.org/10.1039/d2cp01583h

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Töpfer, Kai, Pasti, Andrea, Das, Anuradha, Salehi, Seyedeh Maryam, Vazquez-Salazar, Luis Itza, Rohrbach, David, Feurer, Thomas, Hamm, Peter, & Meuwly, Markus. (2022). Structure, Organization, and Heterogeneity of Water-Containing Deep Eutectic Solvents. Journal of the American Chemical Society, 144(31), 14170–14180. https://doi.org/10.1021/jacs.2c04169

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Turan, Haydar Taylan, Brickel, Sebastian, & Meuwly, Markus. (2022). Solvent Effects on the Menshutkin Reaction. Journal of Physical Chemistry B, 126(9), 1951–1961. https://doi.org/10.1021/acs.jpcb.1c09710

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Vazquez-Salazar, Luis Itza, Boittier, Eric D., & Meuwly, Markus. (2022). Uncertainty Quantification for Predictions of Atomistic Neural Networks. Chemical Science, 13(44), 13068–13084. https://doi.org/10.1039/d2sc04056e

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Veliz, Juan Carlos San Vicente, Arnold, Julian, Bemish, Raymond J., & Meuwly, Markus. (2022). Combining Machine Learning and Spectroscopy to Model Reactive Atom + Diatom Collisions. Journal of Physical Chemistry A, 126(43), 7971–7980. https://doi.org/10.1021/acs.jpca.2c06267

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Castro-Palacio, J. C., Bemish, R. J., & Meuwly, M. (2021). Erratum: Equilibrium rate coefficients from atomistic simulations: The O(3P) + NO(2Π) → O2(X 3 ς g -) + N(4S) reaction at temperatures relevant to the hypersonic flight regime (J. Chem. Phys. (2015) 142 (091104) DOI: 10.1063/1.4913975). Journal of Chemical Physics, 154(8). https://doi.org/10.1063/5.0046099

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Castro-Palacio, J. C., Nagy, T., Bemish, R. J., & Meuwly, M. (2021). Erratum: Computational study of collisions between O(3P) and NO(2Π) at temperatures relevant to the hypersonic flight regime (J. Chem. Phys. (2014) 141 (164319) DOI: 10.1063/1.4897263). Journal of Chemical Physics, 154(8). https://doi.org/10.1063/5.0046241

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Arnold, Julian, San Vicente Veliz, Juan Carlos, Koner, Debasish, Singh, Narendra, Bemish, Raymond J., & Meuwly, Markus. (2021). Machine Learning Product State Distributions from Initial Reactant States for a Reactive Atom-Diatom Collision System. Journal of Chemical Physics, 156(3), 34301. https://doi.org/10.1063/5.0078008

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Kaser, Silvan, Boittier, Eric D., Upadhyay, Meenu, & Meuwly, Markus. (2021). Transfer Learning to CCSD (T): Accurate Anharmonic Frequencies from Machine Learning Models. Journal of Chemical Theory and Computation, 17(6), 3687–3699. https://doi.org/10.1021/acs.jctc.1c00249

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Käser, Silvan, & Meuwly, Markus. (2021). Transfer Learned Potential Energy Surfaces: Accurate Anharmonic Vibrational Dynamics and Dissociation Energies for the Formic Acid Monomer and Dimer. Physical Chemistry Chemical Physics, 24(9), 5269–5281. https://doi.org/10.1039/d1cp04393e

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Meuwly, M. (2021). Machine Learning for Chemical Reactions. Chemical Reviews, 121(16), 10218–10239. https://doi.org/10.1021/acs.chemrev.1c00033

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Meuwly, Markus, & Karplus, Martin. (2021). The Functional Role of the Hemoglobin-Water Interface. Molecular Aspects of Medicine, 101042. https://doi.org/10.1016/j.mam.2021.101042

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Mondal, Padmabati, Cazade, Pierre-André, Das, Akshaya K., Bereau, Tristan, & Meuwly, Markus. (2021). Multipolar Force Fields for Amide-I Spectroscopy from Conformational Dynamics of the Alanine-Trimer. Journal of Physical Chemistry B, 125(39), 10928–10938. https://doi.org/10.1021/acs.jpcb.1c05423

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Rivero, Uxia, Turan, Haydar Taylan, Meuwly, Markus, & Willitsch, Stefan. (2021). Reactive atomistic simulations of Diels-Alder-type reactions: conformational and dynamic effects in the polar cycloaddition of 2,3-dibromobutadiene radical ions with maleic anhydride. Molecular Physics, 119(1-2), e1825852. https://doi.org/10.1080/00268976.2020.1825852

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Salehi, S. M., & Meuwly, M. (2021). Site-Selective Dynamics of Azidolysozyme. Journal of Chemical Physics, 154(16), 165101. https://doi.org/10.1063/5.0047330

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Turan, Haydar Taylan, & Meuwly, Markus. (2021). Spectroscopy, Dynamics and Hydration of S-Nitrosylated Myoglobin. Journal of Physical Chemistry B, 125(17), 4262–4273. https://doi.org/10.1021/acs.jpcb.0c10353

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Upadhyay, Meenu, & Meuwly, Markus. (2021). Thermal and Vibrationally Activated Decomposition of the syn-CHCHOO Criegee Intermediate. ACS Earth and Space Chemistry, 5(12), 3396–3406. https://doi.org/10.1021/acsearthspacechem.1c00249

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Upadhyay, Meenu, & Meuwly, Markus. (2021). Energy Redistribution following CO2 Formation on Cold Amorphous Solid Water. Frontiers in Chemistry, 9, 827085. https://doi.org/10.3389/fchem.2021.827085

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Upadhyay, Meenu, Pezzella, Marco, & Meuwly, Markus. (2021). Genesis of Polyatomic Molecules in Dark Clouds: CO2 Formation on Cold Amorphous Solid Water. The Journal of Physical Chemistry Letters, 12(29), 6781–6787. https://doi.org/10.1021/acs.jpclett.1c01810

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Vazquez-Salazar, Luis Itza, Boittier, Eric D., Unke, Oliver T., & Meuwly, Markus. (2021). Impact of the Characteristics of Quantum Chemical Databases on Machine Learning Predictions of Tautomerization Energies. Journal of Chemical Theory and Computation, 17(8), 4769–4785. https://doi.org/10.1021/acs.jctc.1c00363

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Veliz, Juan Carlos San Vicente, Koner, Debasish, Schwilk, Max, Bemish, Raymond J., & Meuwly, Markus. (2021). The C(P-3) + O-2((3)sigma(-)(g)) -&gt; CO2 CO((1)sigma(+)) + O(D-1)/O(P-3) reaction: thermal and vibrational relaxation rates from 15 K to 20 000 K. Physical Chemistry Chemical Physics, 23(19), 11251–11263. https://doi.org/10.1039/d1cp01101d

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Salehi, S. M., Koner, D., & Meuwly, M. (2020). Dynamics and Infrared Spectrocopy of Monomeric and Dimeric Wild Type and Mutant Insulin. Journal of Physical Chemistry B, 124(52), 11882–11894. https://doi.org/10.1021/acs.jpcb.0c08048

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Unke, O. T., Koner, D., Patra, S., Käser, S., & Meuwly, M. (2020). High-dimensional potential energy surfaces for molecular simulations: From empiricism to machine learning. Machine Learning: Science and Technology, 1(1). https://doi.org/10.1088/2632-2153/ab5922

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Arnold, Julian, Koner, Debasish, Kaeser, Silvan, Singh, Narendra, Bemish, Raymond J., & Meuwly, Markus. (2020). Machine Learning for Observables: Reactant to Product State Distributions for Atom-Diatom Collisions. Journal of Physical Chemistry A, 124(35), 7177–7190. https://doi.org/10.1021/acs.jpca.0c05173

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Devereux, Mike, Pezzella, Marco, Raghunathan, Shampa, & Meuwly, Markus. (2020). Polarizable Multipolar Molecular Dynamics Using Distributed Point Charges. Journal of Chemical Theory and Computation, 16(12), 7267–7280. https://doi.org/10.1021/acs.jctc.0c00883

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Kaeser, Silvan, Koner, Debasish, Christensen, Anders S., von Lilienfeld, O. Anatole, & Meuwly, Markus. (2020). Machine Learning Models of Vibrating H2CO: Comparing Reproducing Kernels, FCHL, and PhysNet. Journal of Physical Chemistry A, 124(42), 8853–8865. https://doi.org/10.1021/acs.jpca.0c05979

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Kaser, Silvan, Unke, Oliver T., & Meuwly, Markus. (2020). Isomerization and decomposition reactions of acetaldehyde relevant to atmospheric processes from dynamics simulations on neural network-based potential energy surfaces. Journal of Chemical Physics, 152(21), 214304. https://doi.org/10.1063/5.0008223

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Kaser, Silvan, Unke, Oliver T., & Meuwly, Markus. (2020). Reactive dynamics and spectroscopy of hydrogen transfer from neural network-based reactive potential energy surfaces. New Journal of Physics, 22(5), 55002. https://doi.org/10.1088/1367-2630/ab81b5

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Koner, Debasish, Bemish, Raymond J., & Meuwly, Markus. (2020). Dynamics on Multiple Potential Energy Surfaces: Quantitative Studies of Elementary Processes Relevant to Hypersonics. The Journal of Physical Chemistry A, 124(31), 6255–6269. https://doi.org/10.1021/acs.jpca.0c01870

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Koner, Debasish, & Meuwly, Markus. (2020). Permutationally Invariant, Reproducing Kernel-Based Potential Energy Surfaces for Polyatomic Molecules: From Formaldehyde to Acetone. Journal of Chemical Theory and Computation, 16(9), 5474–5484. https://doi.org/10.1021/acs.jctc.0c00535

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Koner, Debasish, Salehi, Seyedeh Maryam, Mondal, Padmabati, & Meuwly, Markus. (2020). Non-conventional force fields for applications in spectroscopy and chemical reaction dynamics. Journal of Chemical Physics, 153(1), 10901. https://doi.org/10.1063/5.0009628

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Koner, Debasish, San Vicente Veliz, Juan Carlos, Bemish, Raymond J., & Meuwly, Markus. (2020). Accurate reproducing kernel-based potential energy surfaces for the triplet ground states of N; 2; O and dynamics for the N + NO ↔ O + N; 2; and N; 2; + O → 2N + O reactions. Physical Chemistry Chemical Physics, 22(33), 18257–18260. https://doi.org/10.1039/d0cp02509g

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Koner, Debasish, Schwilk, Max, Patra, Sarbani, Bieske, Evan J., & Meuwly, Markus. (2020). N-3(+): Full-dimensional ground state potential energy surface, vibrational energy levels, and dynamics. Journal of Chemical Physics, 153(4), 44302. https://doi.org/10.1063/5.0011957

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Pezzella, Marco, El Hage, Krystel, Niesen, Michiel J. M., Shin, Sucheol, Willard, Adam P., Meuwly, Markus, & Karplus, Martin. (2020). Water Dynamics Around Proteins: T- and R-States of Hemoglobin and Melittin. Journal of Physical Chemistry B, 124(30), 6540–6554. https://doi.org/10.1021/acs.jpcb.0c04320

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Pezzella, Marco, Koner, Debasish, & Meuwly, Markus. (2020). Formation and Stabilization of Ground and Excited-State Singlet O-2 upon Recombination of P-3 Oxygen on Amorphous Solid Water. Journal of Physical Chemistry Letters, 11(6), 2171–2176. https://doi.org/10.1021/acs.jpclett.0c00130

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San Vicente Veliz, Juan Carlos, Koner, Debasish, Schwilk, Max, Bemish, Raymond J., & Meuwly, Markus. (2020). The N(4S) + O2(X3Sigma) O(3P) + NO(X2Pi) reaction: thermal and vibrational relaxation rates for the 2A’, 4A’ and 2A″ states. Physical Chemistry Chemical Physics, 22(7), 3927–3939. https://doi.org/10.1039/c9cp06085e

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Sweeny, Brendan C., Pan, Hanqing, Kassem, Asmaa, Sawyer, Jordan C., Ard, Shaun G., Shuman, Nicholas S., Viggiano, Albert A., Brickel, Sebastian, Unke, Oliver T., Upadhyay, Meenu, & Meuwly, Markus. (2020). Thermal Activation of Methane by MgO+: Temperature Dependent Kinetics, Reactive Molecular Dynamics Simulations and Statistical Modeling. Physical Chemistry Chemical Physics, 22(16), 8913–8923. https://doi.org/10.1039/d0cp00668h

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Brickel, Sebastian, Das, Akshaya Kumar, Unke, Oliver Thorsten, Turan, Haydar Taylan, & Meuwly, Markus. (2019). Reactive molecular dynamics for the [Cl-CH3-Br]− reaction in the gas phase and in solution: a comparative study using empirical and neural network force fields. Electronic Structure, 1(2), 24002. https://doi.org/10.1088/2516-1075/ab1edb

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Brickel, Sebastian, & Meuwly, Markus. (2019). Molecular Determinants for Rate Acceleration in the Claisen Rearrangement Reaction. Journal of Physical Chemistry B, 123(2), 448–456. https://doi.org/10.1021/acs.jpcb.8b11059

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Desmond, Jasmine L., Koner, Debasish, & Meuwly, Markus. (2019). Probing the Differential Dynamics of the Monomeric and Dimeric Insulin from Amide-I IR Spectroscopy. Journal of Physical Chemistry B, 123(30), 6588–6598. https://doi.org/10.1021/acs.jpcb.9b04628

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Diamantis, Polydefkis, El Hage, Krystel, & Meuwly, Markus. (2019). Effect of Single-Point Mutations on Nitric Oxide Rebinding and the Thermodynamic Stability of Myoglobin. The Journal of Physical Chemistry B, 123(9), 1961–1972. https://doi.org/10.1021/acs.jpcb.8b11454

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Dörfler, Alexander D., Eberle, Pascal, Koner, Debasish, Tomza, Michał, Meuwly, Markus, & Willitsch, Stefan. (2019). Long-range versus short-range effects in cold molecular ion-neutral collisions. Nature Communications, 10(1), 5429. https://doi.org/10.1038/s41467-019-13218-x

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El Hage, Krystel, Hedin, Florent, Gupta, Prashant K., Meuwly, Markus, & Karplus, Martin. (2019). Response to comment on ‘Valid molecular dynamics simulations of human hemoglobin require a surprisingly large box size’. eLife, 8, e45318. https://doi.org/10.7554/elife.45318

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