Jonathan Colen

Articles

Seara, D. S., Colen, J., Fruchart, M., Avni, Y., Martin, D. G. and Vitelli, V. (2025). Sociohydrodynamics: Data-driven modeling of social behavior. Proceedings of the National Academy of Sciences 122 (35) , pp. e2508692122.

Rajput, K., Schram, M., Edelen, A., Colen, J., Kasparian, A., Roussel, R., Carpenter, A., Zhang, H. and Benesch, J. (2025). Harnessing the power of gradient-based simulations for multi-objective optimization in particle accelerators. Machine Learning: Science and Technology 6 (2) , pp. 025018.

Colen, J., Poncet, A., Bartolo, D. and Vitelli, V. (2024). Interpreting Neural Operators: How Nonlinear Waves Propagate in Nonreciprocal Solids. Physical Review Letters 133 (10).

Colen, J., Nguyen, C., Liyanage, S. W.., Aliotta, E., Chen, J., Alonso, C., Romano, K., Peach, S., Showalter, T., Read, P., Larner, J. and Wijesooriya, K. (2024). Predicting radiation‐induced immune suppression in lung cancer patients treated with stereotactic body radiation therapy. Medical Physics 51 (9) , pp. 6485-6500.

Schmitt, M. S.., Colen, J., Sala, S., Devany, J., Seetharaman, S., Caillier, A., Gardel, M. L.., Oakes, P. W.. and Vitelli, V. (2024). Machine learning interpretable models of cell mechanics from protein images. Cell 187 (2) , pp. 481-494.e24.