From alessandro.sarti at ehess.fr Wed Mar 4 09:08:53 2026 From: alessandro.sarti at ehess.fr (Alessandro Sarti) Date: Wed, 4 Mar 2026 09:08:53 +0100 Subject: [ICMNS] =?iso-8859-15?q?S=E9minaire_Neuromath=E9matiques_Lorenzo?= =?iso-8859-15?q?_Rosasco?= In-Reply-To: <523713001.162131583.1743500314312.JavaMail.zimbra@ehess.fr> References: <1283196750.143714989.1736352995779.JavaMail.zimbra@ehess.fr> <347434930.3374071.1736502900586.JavaMail.zimbra@ehess.fr> <1798402450.10693564.1736847519316.JavaMail.zimbra@ehess.fr> <58228691.10879728.1736850850211.JavaMail.zimbra@ehess.fr> <2073929874.59095788.1738772438317.JavaMail.zimbra@ehess.fr> <570175946.105057894.1741087154699.JavaMail.zimbra@ehess.fr> <1159173587.162124702.1743500087605.JavaMail.zimbra@ehess.fr> <523713001.162131583.1743500314312.JavaMail.zimbra@ehess.fr> Message-ID: <1008862653.160734072.1772611733256.JavaMail.zimbra@ehess.fr> S?minaire Neuromath?matiques Organis? par Giovanna Citti (University of Bologna) JP Nadal ( CAMS - EHESS) Jean Petitot (CAMS - EHESS) Jerome Ribot (Coll?ge de France) Alessandro Sarti (CAMS - EHESS/CNRS) (ref?rent) mardi 10 mars 14h30-16h30 Salle D2.2, Coll?ge de France , 11, Place Marcelin-Berthelot, 75005, Paris On se retrouve ? l'accueille ? 14h15 et on y va ? la salle tous ensemble Lien Zoom: https://cnrs.zoom.us/j/95769026148?pwd=QZgsojSV83DeALyG1pGbvZtmr0H332.1 ______________ Lorenzo Rosasco Universit? de Genova Learning theory of neural networks through the lens of reproducing kernel Banach spaces We present a functional framework for shallow neural networks based on reproducing kernel Banach spaces. This approach enables a nonparametric treatment of neural networks, in direct analogy with kernel methods. A representer theorem shows that finite networks are optimal for empirical risk minimization. Estimation and approximation error bounds can then be derived in linear function spaces. As a byproduct, universality results and approximation bounds can be proved, showing that neural networks can adapt to latent structure in the problem. Further, we derive complexity estimates based on the Rademacher complexities of RKBS balls, independent of network size. Time permitting we will discuss extension to deep networks. Programme 2026 mardi 10 f?vrier Marcelo Bertalmio Consejo Superior de Investigaciones Cient?ficas, Madrid mardi 10 mars Lorenzo Rosasco Universit? de Genova mardi 14 Apr Cyril Monier Universit? Paris-Saclay 12 Mai Remco Duits Eindhoven University [ https://enseignements.ehess.fr/2025-2026/ue/339 | https://enseignements.ehess.fr/2025-2026/ue/339 ] Inscription au lien [ https://participations.ehess.fr/ | https://participations.ehess.fr/ ] -------------- next part -------------- An HTML attachment was scrubbed... URL: From anmar.khadra at mcgill.ca Wed Mar 4 11:01:27 2026 From: anmar.khadra at mcgill.ca (Anmar Khadra, Dr) Date: Wed, 4 Mar 2026 10:01:27 +0000 Subject: [ICMNS] International Conference on Mathematical Neuroscience (ICMNS) 2026 - McGill University Message-ID: Dear colleagues, We are writing to share an important update regarding the upcoming International Conference on Mathematical Neuroscience (ICMNS): https://www.crmath.ca/en/activities/#/type/activity/id/4076, which will take place June 2-5, 2026, at McGill University in Montreal. We are pleased to announce that the deadline for minisymposium and poster submissions has been extended. We strongly encourage you to take advantage of this opportunity and contribute to what promises to be a stimulating and highly interdisciplinary meeting. As a reminder: * Conference dates: June 2-5, 2026 * Submissions: Calls for poster presentations and minisymposia remain open. A select number of posters will be invited for contributed oral presentations. * Registration deadline: April 1, 2026 (https://www.crmath.ca/act/crm_moneris/app/views/Form/inscr_ICMNS26_e.php) * Accommodation: Discounted rates are available at McGill-affiliated residences/hotels (promo code: ICMNS 2026). We look forward to receiving your submissions and to welcoming you to McGill University in Montreal for ICMNS 2026. Kind regards, The ICMNS 2026 Organizing Committee -------------- next part -------------- An HTML attachment was scrubbed... URL: