{"id":11179,"date":"2023-01-12T19:33:49","date_gmt":"2023-01-12T18:33:49","guid":{"rendered":"https:\/\/www.digitalfutures.kth.se\/?page_id=11179"},"modified":"2023-01-12T23:44:54","modified_gmt":"2023-01-12T22:44:54","slug":"activities-results","status":"publish","type":"page","link":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/research\/collaborative-projects\/completed-collaborative-projects\/data-limited-learning-of-complex-dynamical-systems\/activities-results\/","title":{"rendered":"Activities &amp; Results"},"content":{"rendered":"<p><strong>Find out what\u2019s going on!<\/strong><\/p>\n<p><strong>Activities, awards, and other outputs<\/strong><\/p>\n<ul>\n<li>Tutorial at the IEEE International Conference on Signal Processing and Communications (SPCOM) 2022. Tutorial title: Generative models and role of deep neural networks. Lecturer: Saikat Chatterjee.<\/li>\n<li>Two-day Tutorial at Digital Futures on the Fundamentals of Bayesian Inference using Probabilistic Programming Probabilistic programming. Lecturer: David Broman.<\/li>\n<li>Distinguished Artifact Award at European Symposium on Programming (ESOP 2022), for the paper Compiling Universal Probabilistic Programming Languages with Efficient Parallel Sequential Monte Carlo Inference. David Broman and co-authors.<\/li>\n<li>Keynote at the Workshop on Nonlinear System Identification Benchmarks. Speaker: Ha\u030akan Hjalmarsson<\/li>\n<li>Organization of the Data-limited learning workshop (DLL) in fall 2021. Organized by David Broman together with Co-PIs.<\/li>\n<li>Organization of the MATH, AI, and Neuroscience (MAIN) workshop at Digital Futures in 2021. Organizer: Saikat Chatterjee<\/li>\n<li>Invited talk at the Stochastic Networks conference (Cornell in 2022).\u00a0Speaker: Alexandre Proutiere<\/li>\n<li>Keynote at YEQTIV Eindhoven and in the SNAPP seminar series. Speaker: Alexandre Proutiere<\/li>\n<li>The organizer of the International Conference on Embedded Software (EMSOFT), the premier venue for embedded software, 2022. PC Chair: David Broman<\/li>\n<\/ul>\n<p><strong>Results<\/strong><\/p>\n<div class=\"page\" title=\"Page 4\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>This project has so far resulted in several fundamental research results. The results include but are not limited to: a new biological modelling approach that includes transcriptional information, new system identification techniques for differential-algebraic equations subject to disturbances, fundamental limits for sample complexity and lower bounds for the regret of deterministic discrete dynamical systems.<\/p>\n<p>The results are published in top-tier journals and conferences such as ICML, NeurIPS, and CDC.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Find out what&#8217;s going on&#8230;<\/p>\n","protected":false},"author":46,"featured_media":0,"parent":143,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-11179","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Activities &amp; Results &#8212; Digital Futures<\/title>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Activities &amp; 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