{"id":11806,"date":"2026-10-13T21:37:35","date_gmt":"2026-10-13T19:37:35","guid":{"rendered":"https:\/\/cigip.webs.upv.es\/?p=11806"},"modified":"2026-10-14T15:20:33","modified_gmt":"2026-10-14T13:20:33","slug":"learnheuristics-agile-optimization-biased-randomized-transformer-models-en","status":"publish","type":"post","link":"https:\/\/cigip.webs.upv.es\/en\/learnheuristics-agile-optimization-biased-randomized-transformer-models-en\/","title":{"rendered":"Learnheuristics and Agile Optimization with Biased-Randomized Transformer Models: Applications in Transportation and Mobility"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"11806\" class=\"elementor elementor-11806 elementor-11794\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dabac50 e-con-full cf-hero e-flex e-con e-parent\" data-id=\"dabac50\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ca3dd85 e-con-full cf-hero-text e-flex e-con e-child\" data-id=\"ca3dd85\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-46b8265 cf-eyebrow elementor-widget elementor-widget-heading\" data-id=\"46b8265\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">National R&amp;D project \u2013 2026<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c5ce099 cf-title elementor-widget elementor-widget-heading\" data-id=\"c5ce099\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Learnheuristics and Agile Optimization with Biased-Randomized Transformer Models: Applications in Transportation and Mobility<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-585a0af e-con-full cf-section e-flex e-con e-parent\" data-id=\"585a0af\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-260a596 cf-h2 elementor-widget elementor-widget-heading\" data-id=\"260a596\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Project details<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7250ee1 e-con-full e-grid cf-grid e-con e-child\" data-id=\"7250ee1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ef2ae71 e-con-full cf-card e-flex e-con e-child\" data-id=\"ef2ae71\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6a39aaa cf-label elementor-widget elementor-widget-heading\" data-id=\"6a39aaa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Reference<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5702104 cf-value elementor-widget elementor-widget-heading\" data-id=\"5702104\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">PID2025-169830NB-I00<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-44656d6 e-con-full cf-card e-flex e-con e-child\" data-id=\"44656d6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c9a7d91 cf-label elementor-widget elementor-widget-heading\" data-id=\"c9a7d91\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Execution period<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-81fb18b cf-value elementor-widget elementor-widget-heading\" data-id=\"81fb18b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">01\/09\/2026 - 31\/08\/2029<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-486822b e-con-full cf-card e-flex e-con e-child\" data-id=\"486822b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d20f87d cf-label elementor-widget elementor-widget-heading\" data-id=\"d20f87d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Type<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-00a81de cf-value elementor-widget elementor-widget-heading\" data-id=\"00a81de\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Competitive research project<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d664d26 e-con-full cf-card e-flex e-con e-child\" data-id=\"d664d26\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b9de7a3 cf-label elementor-widget elementor-widget-heading\" data-id=\"b9de7a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Amount<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c6e27f cf-value elementor-widget elementor-widget-heading\" data-id=\"4c6e27f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u20ac142,125.00<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ffb8102 e-con-full cf-card e-flex e-con e-child\" data-id=\"ffb8102\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-96418ce cf-label elementor-widget elementor-widget-heading\" data-id=\"96418ce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Funding body<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9475dbc cf-value elementor-widget elementor-widget-heading\" data-id=\"9475dbc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Spanish State Research Agency (AEI)<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dd81b7f e-con-full cf-card e-flex e-con e-child\" data-id=\"dd81b7f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a8f1e09 cf-label elementor-widget elementor-widget-heading\" data-id=\"a8f1e09\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Specific key<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7d5911c cf-value elementor-widget elementor-widget-heading\" data-id=\"7d5911c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">20260791<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89e06ab cf-h3 elementor-widget elementor-widget-heading\" data-id=\"89e06ab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">UPV team<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7bfdcc1 cf-chips elementor-widget elementor-widget-text-editor\" data-id=\"7bfdcc1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><a href=\"https:\/\/www.upv.es\/ficha-personal\/lagudal\" target=\"_blank\" rel=\"noopener\">Luc\u00eda Agud-Albesa<\/a><\/li><li><a href=\"https:\/\/www.upv.es\/ficha-personal\/elpeber\" target=\"_blank\" rel=\"noopener\">P\u00e9rez Bernabeu, Elena<\/a><\/li><li><a href=\"https:\/\/www.upv.es\/ficha-personal\/soltra\" target=\"_blank\" rel=\"noopener\">Oltra Crespo, Sandra<\/a><\/li><li><a href=\"https:\/\/www.upv.es\/ficha-personal\/anjuape\" target=\"_blank\" rel=\"noopener\">Juan, Angel A.<\/a><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c34b9fb e-con-full cf-foot e-flex e-con e-parent\" data-id=\"c34b9fb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-551ac8e cf-funding elementor-widget elementor-widget-image\" data-id=\"551ac8e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"512\" height=\"247\" src=\"https:\/\/cigip.webs.upv.es\/wp-content\/uploads\/2024\/02\/Logotipo_del_Gobierno_de_Espana.svg.png\" class=\"attachment-full size-full wp-image-7550\" alt=\"Logo Gobierno de Espa\u00f1a\" srcset=\"https:\/\/cigip.webs.upv.es\/wp-content\/uploads\/2024\/02\/Logotipo_del_Gobierno_de_Espana.svg.png 512w, https:\/\/cigip.webs.upv.es\/wp-content\/uploads\/2024\/02\/Logotipo_del_Gobierno_de_Espana.svg-300x145.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d4a75b cf-back elementor-widget elementor-widget-text-editor\" data-id=\"8d4a75b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"\/en\/research\/national-rd-projects-check\/\">\u2190 Back to National R&#038;D projects<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>National R&amp;D project \u2013 2026 Learnheuristics and Agile Optimization with Biased-Randomized Transformer Models: Applications in Transportation and Mobility Project details Reference PID2025-169830NB-I00 Execution period 01\/09\/2026 &#8211; 31\/08\/2029 Type Competitive research project Amount \u20ac142,125.00 Funding body Spanish State Research Agency (AEI) Specific key 20260791 UPV team Luc\u00eda Agud-Albesa P\u00e9rez Bernabeu, Elena Oltra Crespo, Sandra Juan, Angel [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_eb_attr":"","footnotes":""},"categories":[102,103,105],"tags":[],"class_list":["post-11806","post","type-post","status-publish","format-standard","hentry","category-investigacion","category-proyectos-i-d","category-proyectos-nacionales"],"_links":{"self":[{"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/posts\/11806","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/comments?post=11806"}],"version-history":[{"count":9,"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/posts\/11806\/revisions"}],"predecessor-version":[{"id":14038,"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/posts\/11806\/revisions\/14038"}],"wp:attachment":[{"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/media?parent=11806"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/categories?post=11806"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/tags?post=11806"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}