{"id":45644,"date":"2022-09-01T13:25:02","date_gmt":"2022-09-01T11:25:02","guid":{"rendered":"https:\/\/www.h-its.org\/de\/people\/dr-jan-stuhmer\/"},"modified":"2025-01-14T16:28:04","modified_gmt":"2025-01-14T15:28:04","slug":"dr-jan-stuhmer","status":"publish","type":"hits-people","link":"https:\/\/www.h-its.org\/de\/people\/dr-jan-stuhmer\/","title":{"rendered":"Jun.-Prof. Dr. Jan St\u00fchmer"},"content":{"rendered":"\n<p>Am HITS leitet Jun.-Prof. Dr. Jan St\u00fchmer die Forschungsgruppe f\u00fcr <a href=\"https:\/\/www.h-its.org\/de\/forschung\/machine-learning-and-artificial-intelligence-mli-de\/\" target=\"_blank\" rel=\"noreferrer noopener\">Maschinelles Lernen und K\u00fcnstliche Intelligenz<\/a> (MLI). Er ist ebenfalls Juniorprofessor an der Fakult\u00e4t f\u00fcr Informatik am <a href=\"https:\/\/www.kit.edu\/\" target=\"_blank\" rel=\"noreferrer noopener\">Karlsruher Institut f\u00fcr Technologie<\/a> (KIT).<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Forschungsschwerpunkte<\/h2>\n\n\n\n<p>Variationelle Inferenz<br>Geometric Deep Learning<br>Dateneffiziente Lernverfahren<br>Lerntheorie<br>Interpretierbare Repr\u00e4sentationen<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">CV<\/h2>\n\n\n\n<p>Jan St\u00fchmer studierte Informatik an der TU Dresden und promovierte 2016 an der TU M\u00fcnchen (TUM). W\u00e4hrend der Promotion verbrachte er einen Forschungsaufenthalt am California Institute for Technology (Caltech). Anschlie\u00dfend ging er als Gastwissenschaftler an das Computer Science and Artificial Intelligence Laboratory am Massachusetts Institute of Technology (MIT CSAIL). Danach war er zun\u00e4chst als PostDoc, dann als Researcher und Scientist bei Microsoft Research Cambridge und am Microsoft MR&amp;AI Lab in Z\u00fcrich t\u00e4tig, bevor er Senior Researcher an das Samsung AI Center in Cambridge wechselte. Seit 2022 leitet er eine Juniorgruppe am HITS und ist Juniorprofessor am KIT.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Publikationen<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"publication-year-2024\">2024<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Seute L, Hartmann E, St\u00fchmer J, Gr\u00e4ter F (2024). <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2404.00050\" target=\"_blank\" rel=\"noreferrer noopener\">Grappa \u2013 A Machine Learned Molecular Mechanics Force Field<\/a>, arXiv,physics.chem-ph,2404.00050 1828<\/li>\n\n\n\n<li>Ruff R, Reiser P, St\u00fchmer J, Friederich P (2024). Connectivity optimized nested line graph networks for crystal structures, Digital Discovery 3(3):594\u2013601 1831<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"publication-year-2023\">2023<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Cornelio C, Stuehmer J, Hu SX, Hospedales T (2023). <a href=\"https:\/\/openreview.net\/forum?id=en9V5F8PR-\" target=\"_blank\" rel=\"noreferrer noopener\">Learning where and when to reason in neuro-symbolic inference<\/a>, In International Conference on Learning Representations 1596<\/li>\n\n\n\n<li>Chavhan R, Gouk H, Stuehmer J, Heggan C, Yaghoobi M, Hospedales T (2023). <a href=\"https:\/\/openreview.net\/forum?id=nXOhmfFu5n\" target=\"_blank\" rel=\"noreferrer noopener\">Amortised Invariance Learning for Contrastive Self-Supervision<\/a>, In The Eleventh International Conference on Learning Representations 1653<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"publication-year-2022\">2022<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hu SX, Li D, St\u00fchmer J, Kim M, Hospedales TM (2022). Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference, In Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, pp. 9068\u20139077 1515<\/li>\n\n\n\n<li>Negri MM, Fortuin V, St\u00fchmer J (2022). <a href=\"https:\/\/openreview.net\/forum?id=y7zFbVdkP7E\" target=\"_blank\" rel=\"noreferrer noopener\">Meta-learning richer priors for VAEs<\/a>, In Fourth Symposium on Advances in Approximate Bayesian Inference 1516<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"publication-year-2021\">2021<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Kwon T, Tekin B, St\u00fchmer J, Bogo F, Pollefeys M (2021). H2o: Two hands manipulating objects for first person interaction recognition, In Proceedings of the IEEE\/CVF International Conference on Computer Vision, pp. 10138\u201310148 1517<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"publication-year-2020\">2020<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>St\u00fchmer J, Turner R, Nowozin S (2020). Independent subspace analysis for unsupervised learning of disentangled representations, In International Conference on Artificial Intelligence and Statistics, pp. 1200\u20131210 1518<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"publication-year-2019\">2019<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Stoehr N, Yilmaz E, Brockschmidt M, St\u00fchmer J (2019). Disentangling interpretable generative parameters of random and real-world graphs, In NeurIPS Workshop on Graph Representation Learning 1519<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"publication-year-2017\">2017<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Krieg M, St\u00fchmer J, Cueva JG, Fetter R, Spilker K, Cremers D, Shen K, Dunn AR, Goodman MB (2017). Genetic defects in \u03b2-spectrin and tau sensitize C. elegans axons to movement-induced damage via torque-tension coupling, Elife 6:e20172 1520<\/li>\n\n\n\n<li>Krieg M, Stuehmer J, Cueva JG, Fetter R, Spilker K, Cremers D, Shen K, Dunn AR, Goodman MB (2017). Tau like proteins reduce torque generation in microtubule bundles, Biophysical Journal 112(3):29a\u201330a 1526<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"publication-year-2015\">2015<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>St\u00fchmer J, Cremers D (2015). A fast projection method for connectivity constraints in image segmentation, In International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition, pp. 183\u2013196 1521<\/li>\n\n\n\n<li>Stuhmer J, Nowozin S, Fitzgibbon A, Szeliski R, Perry T, Acharya S, Cremers D, Shotton J (2015). Model-based tracking at 300hz using raw time-of-flight observations, In Proceedings of the IEEE International Conference on Computer Vision, pp. 3577\u20133585 1527<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"publication-year-2014\">2014<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Oswald MR, St\u00fchmer J, Cremers D (2014). Generalized connectivity constraints for spatio-temporal 3d reconstruction, In European Conference on Computer Vision, pp. 32\u201346 1522<\/li>\n\n\n\n<li>Triebel R, St\u00fchmer J, Souiai M, Cremers D (2014). Active online learning for interactive segmentation using sparse Gaussian processes, In German Conference on Pattern Recognition, pp. 641\u2013652 1528<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"publication-year-2013\">2013<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>St\u00fchmer J, Schroder P, Cremers D (2013). Tree shape priors with connectivity constraints using convex relaxation on general graphs, In Proceedings of the IEEE International conference on Computer Vision, pp. 2336\u20132343 1523<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"publication-year-2010\">2010<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>St\u00fchmer J, Gumhold S, Cremers D (2010). Real-Time Dense Geometry from a Handheld Camera, In Pattern Recognition: 32nd DAGM Symposium, Darmstadt, Germany, September 22-24, 2010, Proceedings, vol. 6376, p. 11 1524<\/li>\n\n\n\n<li>St\u00fchmer J, Gumhold S, Cremers D (2010). Parallel generalized thresholding scheme for live dense geometry from a handheld camera, In Proceedings of the 11th European conference on Trends and Topics in Computer Vision-Volume Part II, pp. 450\u2013462 1525<\/li>\n\n\n\n<li>Arboleda-Estudillo Y, Krieg M, St\u00fchmer J, Licata NA, Muller DJ, Heisenberg C (2010). Movement directionality in collective migration of germ layer progenitors, Current Biology 20(2):161\u2013169 1529<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"publication-year-2009\">2009<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Carvalho L, St\u00fchmer J, Bois JS, Kalaidzidis Y, Lecaudey V, Heisenberg C (2009). Control of convergent yolk syncytial layer nuclear movement in zebrafish 1530<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Am HITS leitet Jun.-Prof. Dr. Jan St\u00fchmer die Forschungsgruppe f\u00fcr Maschinelles Lernen und K\u00fcnstliche Intelligenz (MLI). Er &#8230;<\/p>\n","protected":false},"author":42,"featured_media":45757,"template":"","hits-research-group":[1423],"hits-people-category":[1359],"class_list":["post-45644","hits-people","type-hits-people","status-publish","has-post-thumbnail","hentry","hits-research-group-machine-learning-and-artificial-intelligence","hits-people-category-group-leader-de"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Jun.-Prof. Dr. Jan St\u00fchmer - HITS gGmbH<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.h-its.org\/de\/people\/dr-jan-stuhmer\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Jun.-Prof. Dr. Jan St\u00fchmer - HITS gGmbH\" \/>\n<meta property=\"og:description\" content=\"Am HITS leitet Jun.-Prof. Dr. Jan St\u00fchmer die Forschungsgruppe f\u00fcr Maschinelles Lernen und K\u00fcnstliche Intelligenz (MLI). Er ...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.h-its.org\/de\/people\/dr-jan-stuhmer\/\" \/>\n<meta property=\"og:site_name\" content=\"HITS gGmbH\" \/>\n<meta property=\"article:modified_time\" content=\"2025-01-14T15:28:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.h-its.org\/de\/wp-content\/uploads\/sites\/2\/2022\/09\/JanDSC07223_website.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1121\" \/>\n\t<meta property=\"og:image:height\" content=\"1534\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Gesch\u00e4tzte Lesezeit\" \/>\n\t<meta name=\"twitter:data1\" content=\"5\u00a0Minuten\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.h-its.org\\\/de\\\/people\\\/dr-jan-stuhmer\\\/\",\"url\":\"https:\\\/\\\/www.h-its.org\\\/de\\\/people\\\/dr-jan-stuhmer\\\/\",\"name\":\"Jun.-Prof. Dr. Jan St\u00fchmer - HITS gGmbH\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.h-its.org\\\/de\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.h-its.org\\\/de\\\/people\\\/dr-jan-stuhmer\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.h-its.org\\\/de\\\/people\\\/dr-jan-stuhmer\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.h-its.org\\\/de\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2022\\\/09\\\/JanDSC07223_website.jpg\",\"datePublished\":\"2022-09-01T11:25:02+00:00\",\"dateModified\":\"2025-01-14T15:28:04+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.h-its.org\\\/de\\\/people\\\/dr-jan-stuhmer\\\/#breadcrumb\"},\"inLanguage\":\"de\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.h-its.org\\\/de\\\/people\\\/dr-jan-stuhmer\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"de\",\"@id\":\"https:\\\/\\\/www.h-its.org\\\/de\\\/people\\\/dr-jan-stuhmer\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.h-its.org\\\/de\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2022\\\/09\\\/JanDSC07223_website.jpg\",\"contentUrl\":\"https:\\\/\\\/www.h-its.org\\\/de\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2022\\\/09\\\/JanDSC07223_website.jpg\",\"width\":1121,\"height\":1534},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.h-its.org\\\/de\\\/people\\\/dr-jan-stuhmer\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.h-its.org\\\/de\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Jun.-Prof. Dr. Jan St\u00fchmer\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.h-its.org\\\/de\\\/#website\",\"url\":\"https:\\\/\\\/www.h-its.org\\\/de\\\/\",\"name\":\"HITS gGmbH\",\"description\":\"Heidelberg Institute for Theoretical Studies\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.h-its.org\\\/de\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"de\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Jun.-Prof. Dr. Jan St\u00fchmer - HITS gGmbH","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.h-its.org\/de\/people\/dr-jan-stuhmer\/","og_locale":"de_DE","og_type":"article","og_title":"Jun.-Prof. Dr. Jan St\u00fchmer - HITS gGmbH","og_description":"Am HITS leitet Jun.-Prof. Dr. Jan St\u00fchmer die Forschungsgruppe f\u00fcr Maschinelles Lernen und K\u00fcnstliche Intelligenz (MLI). Er ...","og_url":"https:\/\/www.h-its.org\/de\/people\/dr-jan-stuhmer\/","og_site_name":"HITS gGmbH","article_modified_time":"2025-01-14T15:28:04+00:00","og_image":[{"width":1121,"height":1534,"url":"https:\/\/www.h-its.org\/de\/wp-content\/uploads\/sites\/2\/2022\/09\/JanDSC07223_website.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Gesch\u00e4tzte Lesezeit":"5\u00a0Minuten"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.h-its.org\/de\/people\/dr-jan-stuhmer\/","url":"https:\/\/www.h-its.org\/de\/people\/dr-jan-stuhmer\/","name":"Jun.-Prof. Dr. Jan St\u00fchmer - HITS gGmbH","isPartOf":{"@id":"https:\/\/www.h-its.org\/de\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.h-its.org\/de\/people\/dr-jan-stuhmer\/#primaryimage"},"image":{"@id":"https:\/\/www.h-its.org\/de\/people\/dr-jan-stuhmer\/#primaryimage"},"thumbnailUrl":"https:\/\/www.h-its.org\/de\/wp-content\/uploads\/sites\/2\/2022\/09\/JanDSC07223_website.jpg","datePublished":"2022-09-01T11:25:02+00:00","dateModified":"2025-01-14T15:28:04+00:00","breadcrumb":{"@id":"https:\/\/www.h-its.org\/de\/people\/dr-jan-stuhmer\/#breadcrumb"},"inLanguage":"de","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.h-its.org\/de\/people\/dr-jan-stuhmer\/"]}]},{"@type":"ImageObject","inLanguage":"de","@id":"https:\/\/www.h-its.org\/de\/people\/dr-jan-stuhmer\/#primaryimage","url":"https:\/\/www.h-its.org\/de\/wp-content\/uploads\/sites\/2\/2022\/09\/JanDSC07223_website.jpg","contentUrl":"https:\/\/www.h-its.org\/de\/wp-content\/uploads\/sites\/2\/2022\/09\/JanDSC07223_website.jpg","width":1121,"height":1534},{"@type":"BreadcrumbList","@id":"https:\/\/www.h-its.org\/de\/people\/dr-jan-stuhmer\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.h-its.org\/de\/"},{"@type":"ListItem","position":2,"name":"Jun.-Prof. Dr. Jan St\u00fchmer"}]},{"@type":"WebSite","@id":"https:\/\/www.h-its.org\/de\/#website","url":"https:\/\/www.h-its.org\/de\/","name":"HITS gGmbH","description":"Heidelberg Institute for Theoretical Studies","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.h-its.org\/de\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"de"}]}},"publishpress_future_action":{"enabled":false,"date":"2026-04-28 09:54:43","action":"change-status","newStatus":"trash","terms":[],"taxonomy":"hits-research-group","extraData":[]},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/www.h-its.org\/de\/wp-json\/wp\/v2\/hits-people\/45644","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.h-its.org\/de\/wp-json\/wp\/v2\/hits-people"}],"about":[{"href":"https:\/\/www.h-its.org\/de\/wp-json\/wp\/v2\/types\/hits-people"}],"author":[{"embeddable":true,"href":"https:\/\/www.h-its.org\/de\/wp-json\/wp\/v2\/users\/42"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.h-its.org\/de\/wp-json\/wp\/v2\/media\/45757"}],"wp:attachment":[{"href":"https:\/\/www.h-its.org\/de\/wp-json\/wp\/v2\/media?parent=45644"}],"wp:term":[{"taxonomy":"hits-research-group","embeddable":true,"href":"https:\/\/www.h-its.org\/de\/wp-json\/wp\/v2\/hits-research-group?post=45644"},{"taxonomy":"hits-people-category","embeddable":true,"href":"https:\/\/www.h-its.org\/de\/wp-json\/wp\/v2\/hits-people-category?post=45644"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}