{"id":1448,"date":"2024-02-05T11:48:41","date_gmt":"2024-02-05T10:48:41","guid":{"rendered":"https:\/\/fondazione-fair.it\/spoke\/spoke-7-edge-exascale-ai\/"},"modified":"2024-03-07T11:35:32","modified_gmt":"2024-03-07T10:35:32","slug":"spoke-7-edge-exascale-ai","status":"publish","type":"page","link":"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-7-edge-exascale-ai\/","title":{"rendered":"Spoke 7 &#8211; Edge-exascale AI"},"content":{"rendered":"<section class=\"l-section wpb_row us_custom_6afb3e97 sezione-titolo-spoke height_medium\"><div class=\"l-section-h i-cf\"><div class=\"g-cols vc_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-12 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"w-image align_center\"><div class=\"w-image-h\"><img decoding=\"async\" width=\"165\" height=\"165\" src=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/numeri_icone_7-white.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/><\/div><\/div>[vc_custom_heading text=&#8221;Edge-exascale AI&#8221; font_container=&#8221;tag:h1|text_align:center&#8221; use_theme_fonts=&#8221;yes&#8221; css=&#8221;%7B%22default%22%3A%7B%22color%22%3A%22%23ffffff%22%2C%22text-align%22%3A%22center%22%2C%22padding-top%22%3A%220%22%7D%7D&#8221;]<\/div><\/div><\/div><\/div><\/div><\/section><section class=\"l-section wpb_row us_custom_2df7d2d9 sezione-contenuto-spoke height_medium\"><div class=\"l-section-h i-cf\"><div class=\"g-cols vc_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-8 wpb_column vc_column_container colonna-1-contenuto-spoke\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"g-cols wpb_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-12 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"w-video align_center ratio_16x9 has_iframe\"><div class=\"w-video-h\"><iframe title=\"Youtube video player\" src=\"\/\/www.youtube.com\/embed\/GEmhyQ_Ah8g?autoplay=0&controls=1&origin=https:\/\/fondazione-fair.it\/en\/&loop=0&mute=0\" allowfullscreen=\"1\" loading=\"lazy\"><\/iframe><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"w-separator us_custom_1e5fe07b size_medium with_line width_default thick_1 style_solid color_border align_center\"><div class=\"w-separator-h\"><\/div><\/div><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><p><b>co-PI: Tatiana Tommasi (Politecnico di Torino)<\/b><\/p>\n<p>The vast majority of modern AI is computationally heavy at all stages, from algorithm design and development, to training and deployment. Designing new algorithms often requires heuristics and repeated trial-and-error; training requires data processing on a very large scale, and extensive <span style=\"font-weight: 400;\">hyperparameter<\/span> research and optimization is required to ensure optimal final performance. <span style=\"font-weight: 400;\">. This is true regardless of the type of hardware the AI runs on, from cloud and HPC with large-scale centralized data storage, to edge devices with limited compute and memory resources. These two polar opposite computational frameworks \u2013 the infinitely small on the edge and the infinitely large on HPC \u2013 are the two emerging computing paradigms of the coming decades. The design and study of new artificial intelligence algorithms, capable of exploiting the intrinsic properties of edge and exascale hardware by construction, is an open and crucial research challenge. We need a new generation of algorithms     <\/span><span style=\"font-weight: 400;\">for decentralized, robust, adaptive and accurate optimization and learning, capable of supporting intelligent systems and autonomous agents with varying degrees of supervision, with applications ranging from industrial robotics to banking, mobility and defense, energy management and Health.<\/span><\/p>\n<\/div><\/div><div class=\"w-separator size_small\"><\/div><div class=\"w-btn-wrapper align_center\"><a class=\"w-btn us-btn-style_2\" target=\"_blank\" href=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/Presentazione-Spoke-7-Edge-exascale-AI.pdf\"><span class=\"w-btn-label\">Download the presentation<\/span><\/a><\/div><div class=\"w-separator us_custom_1e5fe07b size_medium with_line width_default thick_1 style_solid color_border align_center\"><div class=\"w-separator-h\"><\/div><\/div><div class=\"g-cols wpb_row sottosezione-coordinamento-spoke via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-12 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">[vc_custom_heading text=&#8221;Coordination&#8221; use_theme_fonts=&#8221;yes&#8221;]<div class=\"w-separator size_small\"><\/div><div class=\"w-hwrapper valign_top align_none\"><div class=\"w-image align_none\"><div class=\"w-image-h\"><img decoding=\"async\" width=\"180\" height=\"180\" src=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/coordinatore-spoke7-180x180.jpg\" class=\"attachment-us_180_180 size-us_180_180\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/coordinatore-spoke7-180x180.jpg 180w, https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/coordinatore-spoke7-300x300.jpg 300w, https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/coordinatore-spoke7-150x150.jpg 150w, https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/coordinatore-spoke7-400x400.jpg 400w, https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/coordinatore-spoke7.jpg 500w\" sizes=\"auto, (max-width: 180px) 100vw, 180px\" \/><\/div><\/div><div class=\"w-image us_custom_f19378dc align_left\"><div class=\"w-image-h\"><img decoding=\"async\" width=\"834\" height=\"834\" src=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/logo-polito1.jpg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/logo-polito1.jpg 834w, https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/logo-polito1-300x300.jpg 300w, https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/logo-polito1-150x150.jpg 150w, https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/logo-polito1-400x400.jpg 400w\" sizes=\"auto, (max-width: 834px) 100vw, 834px\" \/><\/div><\/div><\/div><div class=\"w-separator size_custom\" style=\"height:1rem\"><\/div><div class=\"wpb_text_column us_custom_c30584dd\"><div class=\"wpb_wrapper\"><p><span style=\"font-weight: 400;\"><strong>Barbara Caputo, FAIR&#8217;s Spoke 7 coordinator<\/strong>, is Full Professor at the Politecnico di Torino, where she directs the Artificial Intelligence Hub. She is one of the co-founders  <\/span><span style=\"font-weight: 400;\">of the<\/span><a href=\"http:\/\/www.ellis.eu\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">European Laboratory for Learning and Intelligent Systems Society<\/span><\/a> <span style=\"font-weight: 400;\">and contact person for the Rector of the Politecnico di Torino for AI. She is co-founder and President of FocoosAI, spin-off of the Politecnico di Torino, winner of the 2023 PNI award. <\/span><\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><div class=\"w-separator us_custom_1e5fe07b size_medium with_line width_default thick_1 style_solid color_border align_center\"><div class=\"w-separator-h\"><\/div><\/div>[vc_custom_heading text=&#8221;Affiliates&#8221; use_theme_fonts=&#8221;yes&#8221;]<div class=\"w-hwrapper valign_top align_none\"><div class=\"w-image us_custom_4f72a7ad align_none\"><div class=\"w-image-h\"><img decoding=\"async\" width=\"834\" height=\"834\" src=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/logo-sissa3.jpg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/logo-sissa3.jpg 834w, https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/logo-sissa3-300x300.jpg 300w, https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/logo-sissa3-150x150.jpg 150w, https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/logo-sissa3-400x400.jpg 400w\" sizes=\"auto, (max-width: 834px) 100vw, 834px\" \/><\/div><\/div><\/div><div class=\"w-separator us_custom_1e5fe07b size_medium with_line width_default thick_1 style_solid color_border align_center\"><div class=\"w-separator-h\"><\/div><\/div>[vc_custom_heading text=&#8221;News from Spoke 7&#8243; use_theme_fonts=&#8221;yes&#8221;]<div class=\"w-separator size_custom\" style=\"height:1rem\"><\/div><div class=\"w-grid us_grid type_grid layout_192 hidden cols_1 preload_style_spinner\" id=\"us_grid_1\" style=\"--columns:1;--gap:1.5rem;\" data-filterable=\"true\"><style>.layout_192 .w-grid-item-h{}.layout_192 .usg_post_image_1{width:45%!important;max-width:400px!important}.layout_192 .usg_post_title_1{margin-bottom:0.8rem!important}.layout_192 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{&quot;action&quot;:&quot;us_ajax_grid&quot;,&quot;infinite_scroll&quot;:0,&quot;max_num_pages&quot;:0,&quot;pagination&quot;:&quot;none&quot;,&quot;template_vars&quot;:{&quot;columns&quot;:&quot;1&quot;,&quot;exclude_items&quot;:&quot;none&quot;,&quot;img_size&quot;:&quot;default&quot;,&quot;ignore_items_size&quot;:0,&quot;items_layout&quot;:&quot;192&quot;,&quot;items_offset&quot;:&quot;1&quot;,&quot;load_animation&quot;:&quot;none&quot;,&quot;overriding_link&quot;:&quot;%7B%22url%22%3A%22%22%7D&quot;,&quot;post_id&quot;:0,&quot;query_args&quot;:{&quot;post_type&quot;:[&quot;post&quot;],&quot;tax_query&quot;:[{&quot;taxonomy&quot;:&quot;category&quot;,&quot;field&quot;:&quot;slug&quot;,&quot;terms&quot;:[&quot;spoke-7-edge-exascale-ai&quot;]}],&quot;post_status&quot;:[&quot;publish&quot;,&quot;mapped&quot;,&quot;needs_update&quot;],&quot;posts_per_page&quot;:&quot;3&quot;},&quot;orderby_query_args&quot;:{&quot;orderby&quot;:{&quot;date&quot;:&quot;DESC&quot;}},&quot;type&quot;:&quot;grid&quot;,&quot;us_grid_post_type&quot;:&quot;post&quot;,&quot;us_grid_ajax_index&quot;:1,&quot;us_grid_filter_query_string&quot;:null,&quot;us_grid_index&quot;:1,&quot;page_args&quot;:[],&quot;lang&quot;:&quot;en&quot;}}'><\/div>\r\n\t<\/div><div class=\"w-grid-none type_message\">No results found.<\/div><div class=\"w-separator size_custom\" style=\"height:2rem\"><\/div><div class=\"wpb_text_column us_custom_e7be6b5b bottone-link-interno\"><div class=\"wpb_wrapper\"><p><a href=\"https:\/\/fondazione-fair.it\/en\/categoria\/spoke-7-edge-exascale-ai-en\/\">Read all the news of spoke 7<\/a><\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"vc_col-sm-4 wpb_column vc_column_container colonna-2-contenuto-spoke\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><section class=\"l-section wpb_row us_custom_5cd26a65 sezione-contenuto-spoke height_medium width_full\"><div class=\"l-section-h i-cf\"><div class=\"g-cols vc_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-12 wpb_column vc_column_container colonna-1-contenuto-spoke\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">[vc_custom_heading text=&#8221;Discover the Spokes&#8221; font_container=&#8221;tag:h4|text_align:left&#8221; use_theme_fonts=&#8221;yes&#8221;]<div class=\"w-hwrapper gruppo-spoke valign_top align_none\"><div class=\"w-vwrapper us_custom_9ae10c49 align_center valign_top\"><div class=\"w-image us_custom_ec04311a has_height align_center\"><a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-1-human-centered-ai\/\" aria-label=\"numero-fair-01\" class=\"w-image-h\"><img decoding=\"async\" width=\"130\" height=\"130\" src=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/numero-fair-01.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/><\/a><\/div><div class=\"wpb_text_column us_custom_58b1af09\"><div class=\"wpb_wrapper\"><p>Human-<br \/>\ncentered AI<\/p>\n<\/div><\/div><\/div><div class=\"w-vwrapper us_custom_eae9082b align_center valign_top\"><div class=\"w-image us_custom_ec04311a has_height align_center\"><a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-2-integrative-ai\/\" aria-label=\"numero-fair-02\" class=\"w-image-h\"><img decoding=\"async\" width=\"130\" height=\"130\" src=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/numero-fair-02.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/><\/a><\/div><div class=\"wpb_text_column us_custom_58b1af09\"><div class=\"wpb_wrapper\"><p>Integrative AI<\/p>\n<\/div><\/div><\/div><\/div><div class=\"w-separator size_custom\" style=\"height:1rem\"><\/div><div class=\"w-hwrapper gruppo-spoke valign_top align_none\"><div class=\"w-vwrapper us_custom_3ff11bf9 align_center valign_top\"><div class=\"w-image us_custom_ec04311a has_height align_center\"><a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-3-resilient-ai\/\" aria-label=\"numero-fair-03\" class=\"w-image-h\"><img decoding=\"async\" width=\"130\" height=\"130\" src=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/numero-fair-03.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/><\/a><\/div><div class=\"wpb_text_column us_custom_58b1af09\"><div class=\"wpb_wrapper\"><p>Resilient AI<\/p>\n<\/div><\/div><\/div><div class=\"w-vwrapper us_custom_92e9b0f9 align_center valign_top\"><div class=\"w-image us_custom_ec04311a has_height align_center\"><a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-4-adaptive-ai\/\" aria-label=\"numero-fair-04\" class=\"w-image-h\"><img decoding=\"async\" width=\"130\" height=\"130\" src=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/numero-fair-04.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/><\/a><\/div><div class=\"wpb_text_column us_custom_58b1af09\"><div class=\"wpb_wrapper\"><p>Adaptive AI<\/p>\n<\/div><\/div><\/div><\/div><div class=\"w-separator size_custom\" style=\"height:1rem\"><\/div><div class=\"w-hwrapper gruppo-spoke valign_top align_none\"><div class=\"w-vwrapper us_custom_3ff11bf9 align_center valign_top\"><div class=\"w-image us_custom_ec04311a has_height align_center\"><a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-5-high-quality-ai\/\" aria-label=\"numero-fair-05\" class=\"w-image-h\"><img decoding=\"async\" width=\"130\" height=\"130\" src=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/numero-fair-05.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/><\/a><\/div><div class=\"wpb_text_column us_custom_58b1af09\"><div class=\"wpb_wrapper\"><p>High quality AI<\/p>\n<\/div><\/div><\/div><div class=\"w-vwrapper us_custom_92e9b0f9 align_center valign_top\"><div class=\"w-image us_custom_ec04311a has_height align_center\"><a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-6-symbiotic-ai\/\" aria-label=\"numero-fair-06\" class=\"w-image-h\"><img decoding=\"async\" width=\"130\" height=\"130\" src=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/numero-fair-06.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/><\/a><\/div><div class=\"wpb_text_column us_custom_58b1af09\"><div class=\"wpb_wrapper\"><p>Symbiotic AI<\/p>\n<\/div><\/div><\/div><\/div><div class=\"w-separator size_custom\" style=\"height:1rem\"><\/div><div class=\"w-hwrapper gruppo-spoke valign_top align_none\"><div class=\"w-vwrapper us_custom_3ff11bf9 align_center valign_top\"><div class=\"w-image us_custom_ec04311a has_height align_center\"><a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-7-edge-exascale-ai\/\" aria-label=\"numero-fair-07\" class=\"w-image-h\"><img decoding=\"async\" width=\"130\" height=\"130\" src=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/numero-fair-07.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/><\/a><\/div><div class=\"wpb_text_column us_custom_58b1af09\"><div class=\"wpb_wrapper\"><p>Edge-<br \/>\nexascale AI<\/p>\n<\/div><\/div><\/div><div class=\"w-vwrapper us_custom_eae9082b align_center valign_top\"><div class=\"w-image us_custom_ec04311a has_height align_center\"><a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-8-pervasive-ai\/\" aria-label=\"numero-fair-08\" class=\"w-image-h\"><img decoding=\"async\" width=\"130\" height=\"130\" src=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/numero-fair-08.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/><\/a><\/div><div class=\"wpb_text_column us_custom_58b1af09\"><div class=\"wpb_wrapper\"><p>Pervasive AI<\/p>\n<\/div><\/div><\/div><\/div><div class=\"w-separator size_custom\" style=\"height:1rem\"><\/div><div class=\"w-hwrapper gruppo-spoke valign_top align_none\"><div class=\"w-vwrapper us_custom_3ff11bf9 align_center valign_top\"><div class=\"w-image us_custom_ec04311a has_height align_center\"><a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-9-green-aware-ai\/\" aria-label=\"numero-fair-09\" class=\"w-image-h\"><img decoding=\"async\" width=\"130\" height=\"130\" src=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/numero-fair-09.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/><\/a><\/div><div class=\"wpb_text_column us_custom_58b1af09\"><div class=\"wpb_wrapper\"><p>Green-<br \/>\naware AI<\/p>\n<\/div><\/div><\/div><div class=\"w-vwrapper us_custom_92e9b0f9 align_center valign_top\"><div class=\"w-image us_custom_ec04311a has_height align_center\"><a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-10-bio-socio-cognitive-ai\/\" aria-label=\"numero-fair-10\" class=\"w-image-h\"><img decoding=\"async\" width=\"166\" height=\"130\" src=\"https:\/\/fondazione-fair.it\/wp-content\/uploads\/2024\/02\/numero-fair-10.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/><\/a><\/div><div class=\"wpb_text_column us_custom_58b1af09\"><div class=\"wpb_wrapper\"><p>Bio-socio-<br \/>\ncognitive AI<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/section>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"[vc_custom_heading text=\"Edge-exascale AI\" font_container=\"tag:h1|text_align:center\" use_theme_fonts=\"yes\" css=\"%7B%22default%22%3A%7B%22color%22%3A%22%23ffffff%22%2C%22text-align%22%3A%22center%22%2C%22padding-top%22%3A%220%22%7D%7D\"] co-PI: Tatiana Tommasi (Politecnico di Torino) The vast majority of modern AI is computationally heavy at all stages, from algorithm design and development, to training and deployment. Designing new algorithms often requires heuristics and repeated trial-and-error; training requires data processing on a very large scale, and extensive hyperparameter research...","protected":false},"author":1,"featured_media":0,"parent":1413,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1448","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages\/1448","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/comments?post=1448"}],"version-history":[{"count":2,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages\/1448\/revisions"}],"predecessor-version":[{"id":1452,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages\/1448\/revisions\/1452"}],"up":[{"embeddable":true,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages\/1413"}],"wp:attachment":[{"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/media?parent=1448"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}