[20] Ciarella S., Khomenko D., Berthier L.,Mocanu F.C., Reichman D. Scalliet C. and Zamponi F.

         Finding two-level systems in glasses through machine learning

         Nat. Commun. 14 (1), 4229 (2023)

         Selected for the Journal Club for Condensed Matter Physics.

[19] Janzen G., Smeets X.L.J.A., Debets V.E., Luo C., Storm C., Janssen L.M.C and Ciarella S.

          Dead or alive: Distinguishing active from passive particles using supervised learning

         EPL 10.1209/0295-5075/acdf1b   arXiv:2302.07353 (2023)

[18] Ciarella S. , Chiappini M., Boattini E. , Dijkstra M. and Janssen L.M.C.

        Dynamics of supercooled liquids from static averaged quantities using machine learning

        Mach. lern.: sci. technol. 4 025010 (2023)  arXiv:2212.09338

        Read my interview  on AIhub  

[17] Janzen G., Smit C., Visbeek S., Debets V.E., Luo C., Storm C., Ciarella S. and Janssen L.M.C

        Classifying the age of a glass based on structural properties: A machine learning approach

         arXiv:2303.00636 (2023)

[16] Ciarella S., Trinquier J., Weigt M and Zamponi F.

         Machine-learning-assisted Monte Carlo fails at sampling computationally hard problems

         Mach. lern.: sci. technol. 10.1088 (2023)  arXiv:2210.11145 

[15] Mocanu F.C., Berthier L., Ciarella S., Khomenko D., Reichman D., Scalliet C. and Zamponi F.

         Microscopic observation of two-level systems in a metallic glass model

         J. Chem. Phys. , 158 014501 (2023)  arXiv:2209.09579

[14] Ciarella S. and Ellenbroek W.G.

         Associative bond swaps in molecular dynamics

         SciPost Phys., 12 4 128 (2022)  

[13] Debets V.E, Luo C., Ciarella S. and Janssen L.M.C.

        Generalized mode-coupling theory for mixtures of Brownian particles

         Phys. Rev. E, 104 065302 (2021)    arXiv:2108.06829

[12] Ciarella S., Rey M., Harrer J., Holstein N., Ickler M., Löwen H., Vogel N. and Janssen L.M.C.

         Soft particles at liquid interfaces: From particle morphology to collective phase behavior

          Langmuir, 37 17 5364-5375 (2021)    arXiv:2008.13695

[11] Ciarella S., Luo C., Debets V.E and Janssen L.M.C.

        Multi-component generalized mode-coupling theory: predicting dynamics from structure in glassy mixtures

        Eur. Phys. J. E, 44 91 (2021)   arXiv:2103.16522

[10] Harrer J., Ciarella S., Rey M., Löwen H., Janssen L.M.C. and Vogel N.

         Collapse-induced phase transitions in binary interfacial microgel monolayers

          Soft matter, (17) 4504-4516 (2021)

[9] Kolker J., Harrer J., Ciarella S., Rey M., Ickler M., Janssen L.M.C, Vogel N., Löwen H.

       Interface-induced hysteretic volume phase transition of microgels: simulation and experiment

       Soft matter, (17) 5581-5589 (2021)    arXiv:2102.01536

[8] Biezemans R.A., Ciarella S., Çaylak O., Baumeier B. and Janssen, L.M.C.

      Glassy dynamics from generalized mode-coupling theory: existence and uniqueness of solutions for hierarchically coupled integro-differential equations

       J. Stat. Mech., (10) 103301 (2020)    arXiv:2006.04476

[7] Ruscher C., Ciarella S., Luo C., Janssen L. M. C., Farago J. and Baschnagel J.

      Glassy dynamics of a binary Voronoi fluid: a mode-coupling analysis

       J. Phys. Condens. Matter, 23 (6) 64001 (2020)    arXiv:2008.04036

[6] Raffaelli C., Bose A., Vrusch C.H.M.P., Ciarella S., Davris T., Tito N.B., Lyulin A.V., Ellenbroek W.G and Storm C

      Rheology, rupture, reinforcement and reversibility: Computational approaches for dynamic network materials

       Adv. Pol. Sci. Self-Healing and Self-Recovering Hydrogels 63-126 (2019)

[5] Ciarella S., Biezemans R.A., and Janssen, L.M.C.

       Understanding, predicting and tuning the fragility of vitrimeric polymers

       Proc. Natl. Acad. Sci. USA, 116 (50) 25013-25022 (2019)   arXiv:1910.00468

[4] Harrer J., Rey M., Ciarella S., Löwen H., Janssen L.M.C. and Vogel N.

       Stimuli-responsive behavior of PniPAm microgels under interfacial confinement

       Langmuir, 35 (32), 10512-10521 (2019)   arXiv:1904.08478

[3] Ciarella S., and Ellenbroek W.G.

       Swap driven self healing and adhesion of vitrimers

       Coatings, 9 (2), 114 (2019)

[2] Ciarella S., Sciortino F., and Ellenbroek W.G.

       Dynamics of Vitrimers: Defects as a Highway to Stress Relaxation

       Phys. Rev. Lett., 121 (5), 058003 (2018)   arXiv:1804.01723

[1] Ciarella S., Gang O. and Sciortino F.

       Toward the observation of a liquid-liquid phase transition in patchy origami tetrahedra: a numerical study.

       Eur. Phys. J. E, 39 (12), 131 (2016)