Cecilia Clementi

@CecClementi

Scientist & Scuba Diver - I love theoretical physics, sharks, and pygmy seahorses - instagram.com/clementicecilia

physik.fu-berlin.de/en/einrichtung… Joined June 2016

159 Following 1.5K Followers 280 Posts

Latest posts 5

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Cecilia Clementi @CecClementi Jul 18, 2025

Our development of machine-learned transferable coarse-grained models in now on Nat Chem! doi.org/10.1038/s41557…
I am so proud of my group for this work! Particularly first authors Nick Charron, Klara Bonneau, @sayeg84, Andrea Guljas.

www.nature.com Navigating protein landscapes with a machine-learned transferable coarse-grained model Nature Chemistry - The development of a universal protein coarse-grained model has been a long-standing challenge. A coarse-grained model with chemical transferability has now been developed by...

Cecilia Clementi @CecClementi Nov 10, 2025

Our latest paper on the interpretation on Neural Network Potentials is now published on Nature Communications: nature.com/articles/s4146…. Congratulations to Klara Bonneau, Jonas Lederer and all authors. In collaboration with Klaus-Robert Müller's group.

www.nature.com Peering inside the black box by learning the relevance of many-body functions in neural network... Nature Communications - Machine-learned force fields are becoming increasingly popular but suffer from their “black-box” nature. Here the authors adapt explainable AI techniques to...

Cecilia Clementi @CecClementi Feb 20, 2025

Our preprint is out: arxiv.org/abs/2502.13797
We present a new architecture to address the problem of "short-sightedness" of MLFF based on GNN, which outperform in speed and accuracy Ewald-based GNN.

arxiv.org Extending the RANGE of Graph Neural Networks: Relaying Attention... Graph Neural Networks (GNNs) are routinely used in molecular physics, social sciences, and economics to model many-body interactions in graph-like systems. However, GNNs are inherently local and...

Cecilia Clementi @CecClementi Jun 19, 2024

We have two postdoctoral positions available, to work in a collaboration between @FrankNoeBerlin and my group at Freie Universität Berlin on the development of machine-learned coarse-grained protein models. Please email cecilia.clementi@fu-berlin.de if interested.

Cecilia Clementi @CecClementi Apr 26, 2024

We are looking for a talented and motivated postdoc to work in a collaboration between @FrankNoeBerlin and my group at Freie Universität Berlin on the development of machine-learned coarse-grained protein models. Please email cecilia.clementi@fu-berlin.de if interested.