{"id":5141,"date":"2026-03-09T15:47:54","date_gmt":"2026-03-09T14:47:54","guid":{"rendered":"https:\/\/www.elektronikmassan.se\/session\/explaining-the-world-to-machines-that-move\/"},"modified":"2026-04-10T10:06:48","modified_gmt":"2026-04-10T08:06:48","slug":"explaining-the-world-to-machines-that-move","status":"publish","type":"activity","link":"https:\/\/www.elektronikmassan.se\/en\/session\/explaining-the-world-to-machines-that-move\/","title":{"rendered":"Explaining the World to Machines That Move"},"content":{"rendered":"\n<p>As autonomous driving shifts from modular pipelines to end-to-end learning, a paradox emerges: models that learn more from data need more human guidance, not less. This talk draws on learning theory \u2014 the No Free Lunch theorem, the gap between correlation and causation, and the role of inductive bias in sample efficiency \u2014 to explain why. We examine what &#8220;end-to-end&#8221; actually means in practice (gradients flowing through everything, not the absence of structure), why training collapses without human-injected bias, and how the rise of vision-language-action models is transforming annotation from drawing bounding boxes to explaining causality. The better these systems get, the more they need us to explain the world to them.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>As autonomous driving shifts from modular pipelines to end-to-end learning, a paradox emerges: models that learn more from data need more human guidance, not less.<\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"_seopress_robots_primary_cat":"","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","_activity_time_start":"10:25","_activity_time_end":"10:55","_activity_date":"2026-04-15","_activity_price":"0","footnotes":""},"edition":[23],"location":[31],"track":[],"activity_type":[36],"class_list":["post-5141","activity","type-activity","status-publish","hentry","edition-elektronikmassan-2026","location-electronics-stage","activity_type-keynote"],"_guests":[],"_sponsors":[],"_cover_image":null,"_links":{"self":[{"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/activity\/5141","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/activity"}],"about":[{"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/types\/activity"}],"version-history":[{"count":1,"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/activity\/5141\/revisions"}],"predecessor-version":[{"id":5142,"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/activity\/5141\/revisions\/5142"}],"wp:attachment":[{"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/media?parent=5141"}],"wp:term":[{"taxonomy":"edition","embeddable":true,"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/edition?post=5141"},{"taxonomy":"location","embeddable":true,"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/location?post=5141"},{"taxonomy":"track","embeddable":true,"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/track?post=5141"},{"taxonomy":"activity_type","embeddable":true,"href":"https:\/\/www.elektronikmassan.se\/en\/wp-json\/wp\/v2\/activity_type?post=5141"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}