{"id":25568,"date":"2024-07-31T15:19:18","date_gmt":"2024-07-31T13:19:18","guid":{"rendered":"https:\/\/www.uni.lu\/fstm-en\/?post_type=research-groups&#038;p=25568"},"modified":"2025-06-17T16:47:57","modified_gmt":"2025-06-17T14:47:57","slug":"research","status":"publish","type":"research-groups","link":"https:\/\/www.uni.lu\/fstm-en\/research-groups\/blue-neural-networks\/research\/","title":{"rendered":"Research"},"content":{"rendered":"<div class=\"section py-0 static\">\n<section class=\"py-0 wp-block-unilux-blocks-free-section section\"><div class=\"container xl:max-w-screen-xl\"><!-- SecondaryNavigationMirror --><div class=\"js-secondary-nav--sticky wp-block-unilux-blocks-secondary-navigation\" id=\"9590aff2-101c-48bd-8342-01071b9591e0\">\n    <nav id=\"secondary-navigation\" role=\"navigation\" aria-label=\"Secondary menu\" class=\"secondary-nav\">\n        <button class=\"secondary-nav__button btn btn-solid--primary w-full\" aria-expanded=\"false\" aria-controls=\"secondary-navigation__list\" title=\"The selected page is Overview\" type=\"button\">\n            <span class=\"btn__name mr-auto\">Overview<\/span>\n            <svg aria-hidden=\"true\" focusable=\"false\" class=\"icon icon-outline icon--xs\">\n                <use xlink:href=\"https:\/\/www.uni.lu\/wp-content\/themes\/unilux-theme\/assets\/images\/icons\/icons-outline.svg#icon--arrow-down\" \/>\n            <\/svg>\n        <\/button>\n\n        <ul id=\"secondary-navigation__list\" class=\"secondary-nav__list\">\n            <li class=\"secondary-nav__item\">\n    <a href=\"https:\/\/www.uni.lu\/fstm-en\/research-groups\/blue-neural-networks\/\" target=\"\" rel=\"noreferrer noopener\" class=\"secondary-nav__link \">\n        <svg aria-hidden=\"true\" focusable=\"false\" class=\"icon icon-outline icon--xs\">\n            <use xlink:href=\"https:\/\/www.uni.lu\/wp-content\/themes\/unilux-theme\/assets\/images\/icons\/icons-outline.svg#icon--arrow-right\" \/>\n        <\/svg>\n        <span class=\"secondary-nav__name\">Overview<\/span>\n    <\/a>\n<\/li>\n<li class=\"secondary-nav__item\">\n    <a href=\"https:\/\/www.uni.lu\/fstm-en\/research-groups\/blue-neural-networks\/research\/\" target=\"\" rel=\"noreferrer noopener\" class=\"secondary-nav__link \">\n        <svg aria-hidden=\"true\" focusable=\"false\" class=\"icon icon-outline icon--xs\">\n            <use xlink:href=\"https:\/\/www.uni.lu\/wp-content\/themes\/unilux-theme\/assets\/images\/icons\/icons-outline.svg#icon--arrow-right\" \/>\n        <\/svg>\n        <span class=\"secondary-nav__name\">Research<\/span>\n    <\/a>\n<\/li>\n<li class=\"secondary-nav__item\">\n    <a href=\"https:\/\/www.uni.lu\/fstm-en\/research-groups\/blue-neural-networks\/people\/\" target=\"\" rel=\"noreferrer noopener\" class=\"secondary-nav__link \">\n        <svg aria-hidden=\"true\" focusable=\"false\" class=\"icon icon-outline icon--xs\">\n            <use xlink:href=\"https:\/\/www.uni.lu\/wp-content\/themes\/unilux-theme\/assets\/images\/icons\/icons-outline.svg#icon--arrow-right\" \/>\n        <\/svg>\n        <span class=\"secondary-nav__name\">People<\/span>\n    <\/a>\n<\/li>\n<li class=\"secondary-nav__item\">\n    <a href=\"https:\/\/www.uni.lu\/fstm-en\/research-groups\/blue-neural-networks\/join-us\/\" target=\"\" rel=\"noreferrer noopener\" class=\"secondary-nav__link \">\n        <svg aria-hidden=\"true\" focusable=\"false\" class=\"icon icon-outline icon--xs\">\n            <use xlink:href=\"https:\/\/www.uni.lu\/wp-content\/themes\/unilux-theme\/assets\/images\/icons\/icons-outline.svg#icon--arrow-right\" \/>\n        <\/svg>\n        <span class=\"secondary-nav__name\">Join us<\/span>\n    <\/a>\n<\/li>\n        <\/ul>\n    <\/nav>\n<\/div>\n<!-- end SecondaryNavigationMirror --><\/div><\/section>\n\n\n\n<section class=\"wp-block-unilux-blocks-free-section section\"><div class=\"container xl:max-w-screen-xl\">\n<h2 class=\"has-text-align-left wp-block-unilux-blocks-heading\"        id=\"our-research-in-blue-neural-networks\"\n    >\nOur research in blue neural networks<\/h2>\n\n\n\n<p>The BlueNN group have laid the ground (<a href=\"https:\/\/www.connectedpapers.com\/main\/6dbb9e4b2e3b67dc4e1634989511f67d41373dd0\/Scalable-training-of-artificial-neural-networks-with-adaptive-sparse-connectivity-inspired-by-network-science\/graph\" target=\"_blank\" rel=\"noreferrer noopener\">connected papers<\/a>) for&nbsp;sparse training&nbsp;in deep learning (training sparse artificial neural networks from scratch), while introducing both static (<strong>static sparse training<\/strong>) and dynamic sparsity (<strong>dynamic sparse training<\/strong>). Besides the expected computational benefits, sparse training achieves in many cases better generalisation than dense training. For more details, please see:<\/p>\n\n\n\n<ul class=\"ulux-list\">\n<li class=\"ulux-list-item\"><strong>Static sparsity<\/strong>&nbsp;in&nbsp;Decebal Constantin Mocanu, Elena Mocanu, Phuong H. Nguyen, Madeleine Gibescu, Antonio Liotta, <em>A topological insight into restricted Boltzmann machines<\/em>,&nbsp;<strong>Machine Learning<\/strong>&nbsp;(2016), preprint&nbsp;<a href=\"https:\/\/arxiv.org\/abs\/1604.05978\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/1604.05978<\/a>&nbsp;(2016);<\/li>\n\n\n\n<li class=\"ulux-list-item\"><strong>Dynamic sparsity<\/strong>&nbsp;in&nbsp;Decebal Constantin Mocanu, Elena Mocanu, Peter Stone, Phuong H. Nguyen, Madeleine Gibescu, Antonio Liotta, <em>Scalable training of artificial neural networks with adaptive sparse connectivity inspired by network science,&nbsp;<\/em><strong>Nature Communications<\/strong>&nbsp;(2018), preprint&nbsp;<a href=\"https:\/\/arxiv.org\/abs\/1707.04780\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/1707.04780<\/a>&nbsp;(2017);<\/li>\n\n\n\n<li class=\"ulux-list-item\"><strong>Short survey\/position paper<\/strong>:&nbsp;Decebal Constantin Mocanu, Elena Mocanu, Tiago Pinto, Selima Curci, Phuong H. Nguyen, Madeleine Gibescu, Damien Ernst, Zita A. Vale, <em>Sparse Training Theory for Scalable and Efficient Agent<\/em>s,&nbsp;<strong>AAMAS<\/strong>&nbsp;(2021), preprint&nbsp;<a href=\"https:\/\/arxiv.org\/abs\/2103.01636\">https:\/\/arxiv.org\/abs\/2103.01636<\/a>&nbsp;(2021).<\/li>\n<\/ul>\n\n\n\n<p>The BlueNN group short-term research interest is to conceive scalable deep artificial neural network models and their corresponding learning algorithms using principles from network science, evolutionary computing, optimization and neuroscience. Such models shall have sparse and evolutionary connectivity, make use of previous knowledge, and have strong generalization capabilities to be able to learn, and to reason, using few examples in a continuous and adaptive manner.<\/p>\n\n\n\n<p>Most science carried out throughout human evolution uses the traditional reductionism paradigm, which even if it is very successful, still has some limitations. Aristotle wrote in Metaphysics \u201c<em>the totality is not, as it were, a mere heap, but the whole is something beside the parts<\/em>\u201d. Inspired by this quote, in long term, the BlueNN group would like to follow the alternative complex systems paradigm and study the synergy between artificial intelligence, neuroscience, and network science for the benefits of science and society.<\/p>\n\n\n\n<h3 class=\"has-text-align-left wp-block-unilux-blocks-heading\"        id=\"research-projects\"\n    >\nResearch Projects<\/h3>\n\n\n<ul class=\"flex flex-wrap mt-24 -mx-16  wp-block-unilux-blocks-free-content-card\">\n    <li class=\"w-full sm:w-1\/2 lg:w-1\/3 px-16  wp-block-unilux-blocks-free-content-card-item\">\n    <div class=\"ulux-card card-project-related bg-theme\">\n        <div class=\"ulux-card__container card__container\">\n                        <div class=\"ulux-card__body wp-block-unilux-blocks-free-content-card-item-body\">\n    \n<span class=\"ulux-card__related wp-block-unilux-blocks-plain-text\">AMaDEUS<\/span>\n<h3 class=\"ulux-card__title has-text-align-left wp-block-unilux-blocks-heading\"        id=\"artificially-intelligent-multi-vehicle-automated-driving-systems\"\n    >\n Artificially Intelligent Multi-Vehicle Automated Driving Systems<\/h3>\n<div class=\"ulux-card__link-wrapper card__link wp-block-unilux-blocks-simple-cta\">\n    <a\n        href=\"https:\/\/www.uni.lu\/research-en\/research-projects\/artificially-intelligent-multi-vehicle-automated-driving-systems\/\"\n        class=\"link-text link-text--icon ulux-card__link link-text link-absolute\"\n        target=\"\"\n    >\n        <span class=\"link-text__body\">\n            <span class=\"link-text__name\">Learn more<\/span>\n        <\/span>\n        <svg aria-hidden=\"true\" focusable=\"false\" class=\"icon icon-outline icon--arrow-right \"><use xlink:href=\"https:\/\/www.uni.lu\/wp-content\/themes\/unilux-theme\/assets\/images\/icons\/icons-outline.svg#icon--arrow-right\"><\/use><\/svg>    <\/a>\n<\/div>\n<\/div>        <\/div>\n    <\/div>\n<\/li><li class=\"w-full sm:w-1\/2 lg:w-1\/3 px-16  wp-block-unilux-blocks-free-content-card-item\">\n    <div class=\"ulux-card card-project-related bg-theme\">\n        <div class=\"ulux-card__container card__container\">\n                        <div class=\"ulux-card__body wp-block-unilux-blocks-free-content-card-item-body\">\n    \n<span class=\"ulux-card__related wp-block-unilux-blocks-plain-text\">MEGAMIND<\/span>\n<h3 class=\"ulux-card__title has-text-align-left wp-block-unilux-blocks-heading\"        id=\"measuring-gathering-mining-and-integrating-data-for-self-management-in-the-edge-of-the-electricity-system\"\n    >\nMeasuring, Gathering, Mining and Integrating Data for Self management in the Edge of the Electricity System<\/h3>\n<div class=\"ulux-card__link-wrapper card__link wp-block-unilux-blocks-simple-cta\">\n    <a\n        href=\"https:\/\/www.uni.lu\/research-en\/research-projects\/measuring-gathering-mining-and-integrating-data-for-self-management-in-the-edge-ofthe-electricity-system\/\"\n        class=\"link-text link-text--icon ulux-card__link link-text link-absolute\"\n        target=\"\"\n    >\n        <span class=\"link-text__body\">\n            <span class=\"link-text__name\">Learn more<\/span>\n        <\/span>\n        <svg aria-hidden=\"true\" focusable=\"false\" class=\"icon icon-outline icon--arrow-right \"><use xlink:href=\"https:\/\/www.uni.lu\/wp-content\/themes\/unilux-theme\/assets\/images\/icons\/icons-outline.svg#icon--arrow-right\"><\/use><\/svg>    <\/a>\n<\/div>\n<\/div>        <\/div>\n    <\/div>\n<\/li><\/ul><\/div><\/section>\n<\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":51,"featured_media":0,"parent":15132,"menu_order":0,"template":"","meta":{"featured_image_focal_point":[],"show_featured_caption":false,"ulux_newsletter_groups":"","uluxPostTitle":"Blue Neural Networks (BlueNN)","uluxPrePostTitle":"Research Group","_trash_the_other_posts":false,"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false},"field-of-interest":[],"organisation":[],"authorship":[51,130,223],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.3 (Yoast SEO v22.3) - 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