{"id":384,"date":"2025-07-29T16:55:25","date_gmt":"2025-07-29T14:55:25","guid":{"rendered":"https:\/\/project.inria.fr\/aimechanics\/?page_id=384"},"modified":"2025-07-29T17:15:12","modified_gmt":"2025-07-29T15:15:12","slug":"publications-and-tools","status":"publish","type":"page","link":"https:\/\/project.inria.fr\/aimechanics\/publications-and-tools\/","title":{"rendered":"Publications and tools"},"content":{"rendered":"\n<p>Selected publications<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>F. Masi, I. Einav (2024). Neural integration for constitutive equations using small data. <em>Computer Methods in Applied Mechanics and Engineering<\/em>, <em>420<\/em>, 116698. doi: <a href=\"https:\/\/doi.org\/10.1016\/j.cma.2023.116698\">10.1016\/j.cma.2023.116698<\/a><\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li>F. Masi, I. Stefanou (2022). Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN). <em>Computer Methods in Applied Mechanics and Engineering<\/em>, <em>398<\/em>, 115190. doi: <a href=\"https:\/\/doi.org\/10.1016\/j.cma.2022.115190\">10.1016\/j.cma.2022.115190<\/a><\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li>M. Arbel, J. Mairal (2022). Non-convex bilevel games with critical point selection maps. <em>Advances in Neural Information Processing Systems<\/em>, <em>582<\/em>, 8013-8026. doi: <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2207.04888\">10.48550\/arXiv.2207.04888<\/a><\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li>F. Masi, I. Stefanou, P. Vannucci, V. Maffi-Berthier (2021). Thermodynamics-based artificial neural networks for constitutive modeling. <em>Journal of the Mechanics and Physics of Solids<\/em>, <em>147<\/em>, 104277. doi: <a href=\"https:\/\/doi.org\/10.1016\/j.jmps.2020.104277\">10.1016\/j.jmps.2020.104277<\/a><\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li>M. Bi\u0144kowski, D.J. Sutherland, M. Arbel, A. Gretton (2018). <em>Demystifying MMD GANs<\/em>. <em>International Conference on Learning Representations<\/em>.<\/li><li>F. Dubois, V. Acary, M. Jean (2018). The Contact Dynamics method: A nonsmooth story. <em>Comptes Rendus M\u00e9canique<\/em>, <em>346<\/em>(3), 247-262.<\/li><li>V. Acary (2013). Projected event-capturing time-stepping schemes for nonsmooth mechanical systems with unilateral contact and Coulomb\u2019s friction. <em>Computer Methods in Applied Mechanics and Engineering<\/em>, <em>256<\/em>, 224-250.<\/li><li>V. Acary, F. P\u00e9rignon (2007). Siconos: A software platform for modeling, simulation, analysis and control of nonsmooth dynamical systems. <em>SNE Simulation News Europe<\/em>, <em>17<\/em>(3\/4), 19-26.<\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Selected publications F. Masi, I. Einav (2024). Neural integration for constitutive equations using small data. Computer Methods in Applied Mechanics and Engineering, 420, 116698. doi: 10.1016\/j.cma.2023.116698 F. Masi, I. Stefanou (2022). Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN). Computer Methods in Applied Mechanics and Engineering, 398,\u2026<\/p>\n<p> <a class=\"continue-reading-link\" href=\"https:\/\/project.inria.fr\/aimechanics\/publications-and-tools\/\"><span>Continue reading<\/span><i class=\"crycon-right-dir\"><\/i><\/a> <\/p>\n","protected":false},"author":2580,"featured_media":0,"parent":0,"menu_order":3,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-384","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/project.inria.fr\/aimechanics\/wp-json\/wp\/v2\/pages\/384","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/project.inria.fr\/aimechanics\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/project.inria.fr\/aimechanics\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/project.inria.fr\/aimechanics\/wp-json\/wp\/v2\/users\/2580"}],"replies":[{"embeddable":true,"href":"https:\/\/project.inria.fr\/aimechanics\/wp-json\/wp\/v2\/comments?post=384"}],"version-history":[{"count":5,"href":"https:\/\/project.inria.fr\/aimechanics\/wp-json\/wp\/v2\/pages\/384\/revisions"}],"predecessor-version":[{"id":396,"href":"https:\/\/project.inria.fr\/aimechanics\/wp-json\/wp\/v2\/pages\/384\/revisions\/396"}],"wp:attachment":[{"href":"https:\/\/project.inria.fr\/aimechanics\/wp-json\/wp\/v2\/media?parent=384"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}