Selected Publications

Citation Year
Durumeric, A. E. P., Chen, Y., Pasos-Trejo, A. S., et al. "Learning data-efficient coarse-grained molecular dynamics from forces and noise." Nature Communications. 2026
Caruso, A., et al. "Extending the range of graph neural networks with global interactions." Nature Communications. 2026
Bonneau, K., Lederer, J., Templeton, C., et al. "Peering inside the black box by learning the relevance of molecular features." Nature Communications. 2025
Charron, N. E., Pasos-Trejo, A. S., Bonneau, K., et al. "Navigating protein landscapes with a machine-learned transferable coarse-grained model." Nature Chemistry. 2025
Klein, L., Kelkar, A., Durumeric, A. E. P., et al. "Operator forces for coarse-grained molecular dynamics." Journal of Chemical Physics. 2025
Durumeric, A. E. P., Chen, Y., Noé, F., Clementi, C. "Learning data efficient coarse-grained molecular dynamics from forces and noise." arXiv e-prints. 2024
Bonneau, K., Lederer, J., Templeton, C., Clementi, C. "Peering inside the black box: Learning the relevance of many-body functions in neural network potentials." arXiv e-prints. 2024
Yang, W., Chen, Y., Charron, N. E., et al. "Slicing and Dicing: Optimal Coarse-Grained Representation to Preserve Molecular Kinetics." Journal of Chemical Theory and Computation. 2023
Zaporozhets, I., Clementi, C. "Multibody terms in protein coarse-grained models: A top-down perspective." Journal of Physical Chemistry B. 2023
Durumeric, A. E. P., Chen, Y., Krämer, A., et al. "Machine learned coarse-grained protein force-fields." Current Opinion in Structural Biology. 2023
For a complete list of publications, please visit our Google Scholar profile.

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Prof. Dr. Cecilia Clementi

Office

Swantje Hartmann-Rolke

Phone

+49 30 838 64013

Email

s.hartmann-rolke[at]fu-berlin.de

Address

Freie Universität Berlin, FB Physik
Arnimallee 12, 14195 Berlin
AG Clementi
Germany