1.0Cyber Valleyhttps://cyber-valley.de/de/Luna Lacknerhttps://cyber-valley.de/de/author/luna-lackner/rich600338<blockquote class="wp-embedded-content" data-secret="IgtY06D69Y"><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=IgtY06D69Y" width="600" height="338" title="„From perception to constrained decisions“ – Cyber Valley" data-secret="IgtY06D69Y" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" class="wp-embedded-content"></iframe><script> /*! This file is auto-generated */ !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); //# sourceURL=https://cyber-valley.de/wp-includes/js/wp-embed.min.js </script> https://cyber-valley.de/wp-content/uploads/2026/03/thumb_ticker_lg_From_perception_to_constrained_decisions.png1000523Georg Martius’ project, “Embedding combinatorial reasoning into learning control policies” addressed a practical gap in AI’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 […]