{"version":"1.0","provider_name":"Cyber Valley","provider_url":"https:\/\/cyber-valley.de\/de\/","author_name":"Luna Lackner","author_url":"https:\/\/cyber-valley.de\/de\/author\/luna-lackner\/","title":"From perception to constrained decisions - Cyber Valley","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"QaSw2d3QMn\"><a href=\"https:\/\/cyber-valley.de\/de\/news\/from-perception-to-constrained-decisions\/\">From perception to constrained decisions<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/cyber-valley.de\/de\/news\/from-perception-to-constrained-decisions\/embed\/#?secret=QaSw2d3QMn\" width=\"600\" height=\"338\" title=\"&#8222;From perception to constrained decisions&#8220; &#8211; Cyber Valley\" data-secret=\"QaSw2d3QMn\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script>\n\/*! This file is auto-generated *\/\n!function(d,l){\"use strict\";l.querySelector&&d.addEventListener&&\"undefined\"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!\/[^a-zA-Z0-9]\/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret=\"'+t.secret+'\"]'),o=l.querySelectorAll('blockquote[data-secret=\"'+t.secret+'\"]'),c=new RegExp(\"^https?:$\",\"i\"),i=0;i<o.length;i++)o[i].style.display=\"none\";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute(\"style\"),\"height\"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):\"link\"===t.message&&(r=new URL(s.getAttribute(\"src\")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener(\"message\",d.wp.receiveEmbedMessage,!1),l.addEventListener(\"DOMContentLoaded\",function(){for(var e,t,s=l.querySelectorAll(\"iframe.wp-embedded-content\"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute(\"data-secret\"))||(t=Math.random().toString(36).substring(2,12),e.src+=\"#?secret=\"+t,e.setAttribute(\"data-secret\",t)),e.contentWindow.postMessage({message:\"ready\",secret:t},\"*\")},!1)))}(window,document);\n\/\/# sourceURL=https:\/\/cyber-valley.de\/wp-includes\/js\/wp-embed.min.js\n<\/script>\n","thumbnail_url":"https:\/\/cyber-valley.de\/wp-content\/uploads\/2026\/03\/thumb_ticker_lg_From_perception_to_constrained_decisions.png","thumbnail_width":1000,"thumbnail_height":523,"description":"Georg Martius\u2019 project, \u201cEmbedding combinatorial reasoning into learning control policies\u201d addressed a practical gap in AI&#8217;s basic machinery: connecting data-driven neural networks with decision-making so they can adhere to clear structures, rules, and constraints. The project developed foundations for integrating combinatorial optimization into learning systems. It has potential applications wherever planning and resource allocation are [&hellip;]"}