{"id":918,"date":"2024-06-03T09:35:11","date_gmt":"2024-06-03T09:35:11","guid":{"rendered":"https:\/\/staff.icar.cnr.it\/vinci\/wordpress\/?p=918"},"modified":"2024-06-06T07:50:27","modified_gmt":"2024-06-06T07:50:27","slug":"hpdc-tutorial-on-vqa","status":"publish","type":"post","link":"https:\/\/staff.icar.cnr.it\/vinci\/wordpress\/index.php\/en\/2024\/06\/03\/hpdc-tutorial-on-vqa\/","title":{"rendered":"HPDC Tutorial on VQA"},"content":{"rendered":"\n<p>I held a Tutorial on Variational Quantum Algorithms with my colleague, <a href=\"https:\/\/staff.icar.cnr.it\/mastroianni\/\">Carlo Mastroianni<\/a>, during The 33rd International Symposium on High-Performance Parallel and Distributed Computing is scheduled on June 3-7, 2024, in Pisa, Italy (ACM HPDC 2024)<\/p>\n\n\n\n<p>Title: <strong>Variational Quantum Algorithms for Resource Management in Cloud\/Edge Architectures<\/strong><\/p>\n\n\n\n<p>Speakers:&nbsp;<strong><em>Carlo Mastroianni (ICAR-CNR, Italy)<\/em>,&nbsp;<em>Andrea Vinci (ICAR-CNR, Italy)<\/em><\/strong><\/p>\n\n\n\n<p>The tutorial offers a practical introduction to the fascinating world of quantum computation and its application to optimization and machine learning. The participants will gain hands-on experience in developing hybrid \u201cVariational Quantum Algorithms\u201d (VQA), which combine classical and quantum computation, and in running them on simulators and real quantum hardware. As a concrete use case, the tutorial will discuss the problem of the optimal assignment of resources on the different nodes and layers of a Cloud\/Edge architecture. The participants will be driven, step-by-step, to the reformulation of this NP-hard problem in terms of an Ising problem, which is then solved through two VQA algorithms, i.e., Quantum Approximate Optimization Algorithm (QAOA) and Variational Quantum Eigensolver (VQE), by exploiting the libraries of IBM Qiskit and Xanadu Pennylane. The tutorial will discuss the perspectives on the use of quantum computation for optimization and machine learning, and the possible avenues for future academic research and industrial developments. The tutorial is thought for computer engineers and application developers who are curious about the concrete adoption of quantum computation in real-life scenarios.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>Some related scientific publications are given below.<\/p>\n\n\n\n<div class=\"teachpress_pub_list\"><form name=\"tppublistform\" method=\"get\"><a name=\"tppubs\" id=\"tppubs\"><\/a><div class=\"tp_search_input\"><input name=\"tsr\" id=\"tp_search_input_field\" type=\"search\" placeholder=\"Enter search word\" value=\"\" tabindex=\"1\"\/><div class=\"teachpress_search_button\"><input name=\"tps_button\" class=\"tp_search_button\" type=\"submit\" tabindex=\"10\" value=\"Search\"\/><\/div><\/div><\/form><div class=\"teachpress_publication_list\"><div class=\"tp_publication tp_publication_article\"><div class=\"tp_pub_number\">1.<\/div><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Mastroianni, Carlo;  Plastina, Francesco;  Settino, Jacopo;  Vinci, Andrea<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('68','tp_links')\" style=\"cursor:pointer;\">Variational Quantum Algorithms for the Allocation of Resources in a Cloud\/Edge Architecture<\/a> <span class=\"tp_pub_type tp_  article\">Journal Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_journal\">IEEE Transactions on Quantum Engineering, <\/span><span class=\"tp_pub_additional_year\">2024<\/span>, <span class=\"tp_pub_additional_issn\">ISSN: 26891808<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_68\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('68','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_68\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('68','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_68\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@article{mastroianni2024quantum,<br \/>\r\ntitle = {Variational Quantum Algorithms for the Allocation of Resources in a Cloud\/Edge Architecture},<br \/>\r\nauthor = {Carlo Mastroianni and Francesco Plastina and Jacopo Settino and Andrea Vinci},<br \/>\r\nurl = {https:\/\/ieeexplore.ieee.org\/document\/10522849},<br \/>\r\ndoi = {https:\/\/doi.org\/10.1109\/TQE.2024.3398410},<br \/>\r\nissn = {26891808},<br \/>\r\nyear  = {2024},<br \/>\r\ndate = {2024-05-08},<br \/>\r\nurldate = {2024-05-08},<br \/>\r\njournal = {IEEE Transactions on Quantum Engineering},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {article}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('68','tp_bibtex')\">Close<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_68\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/ieeexplore.ieee.org\/document\/10522849\" title=\"https:\/\/ieeexplore.ieee.org\/document\/10522849\" target=\"_blank\">https:\/\/ieeexplore.ieee.org\/document\/10522849<\/a><\/li><li><i class=\"ai ai-doi\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dx.doi.org\/https:\/\/doi.org\/10.1109\/TQE.2024.3398410\" title=\"Follow DOI:https:\/\/doi.org\/10.1109\/TQE.2024.3398410\" target=\"_blank\">doi:https:\/\/doi.org\/10.1109\/TQE.2024.3398410<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('68','tp_links')\">Close<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_number\">2.<\/div><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Mastroianni, Carlo;  Vinci, Andrea<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('73','tp_links')\" style=\"cursor:pointer;\">Tutorial on Variational Quantum Algorithms for Resource Management in Cloud\/Edge Architectures<\/a> <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_booktitle\">Proceedings of the 33rd International Symposium on High-Performance Parallel and Distributed Computing, <\/span><span class=\"tp_pub_additional_pages\">pp. 350\u2013351, <\/span><span class=\"tp_pub_additional_publisher\">Association for Computing Machinery, <\/span><span class=\"tp_pub_additional_address\">Pisa, Italy, <\/span><span class=\"tp_pub_additional_year\">2024<\/span>, <span class=\"tp_pub_additional_isbn\">ISBN: 9798400704130<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_73\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('73','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_73\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('73','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_73\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{10.1145\/3625549.3660508,<br \/>\r\ntitle = {Tutorial on Variational Quantum Algorithms for Resource Management in Cloud\/Edge Architectures},<br \/>\r\nauthor = {Carlo Mastroianni and Andrea Vinci},<br \/>\r\nurl = {https:\/\/doi.org\/10.1145\/3625549.3660508},<br \/>\r\ndoi = {10.1145\/3625549.3660508},<br \/>\r\nisbn = {9798400704130},<br \/>\r\nyear  = {2024},<br \/>\r\ndate = {2024-01-01},<br \/>\r\nurldate = {2024-01-01},<br \/>\r\nbooktitle = {Proceedings of the 33rd International Symposium on High-Performance Parallel and Distributed Computing},<br \/>\r\npages = {350\u2013351},<br \/>\r\npublisher = {Association for Computing Machinery},<br \/>\r\naddress = {Pisa, Italy},<br \/>\r\nseries = {HPDC &#039;24},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {inproceedings}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('73','tp_bibtex')\">Close<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_73\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/doi.org\/10.1145\/3625549.3660508\" title=\"https:\/\/doi.org\/10.1145\/3625549.3660508\" target=\"_blank\">https:\/\/doi.org\/10.1145\/3625549.3660508<\/a><\/li><li><i class=\"ai ai-doi\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dx.doi.org\/10.1145\/3625549.3660508\" title=\"Follow DOI:10.1145\/3625549.3660508\" target=\"_blank\">doi:10.1145\/3625549.3660508<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('73','tp_links')\">Close<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_number\">3.<\/div><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> D&#039;Amore, Francesco;  Mariani, Luca;  Mastroianni, Carlo;  Settino, Jacopo;  Vinci, Andrea<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('77','tp_links')\" style=\"cursor:pointer;\">Projected Quantum Kernel for IoT Data Analysis<\/a> <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_booktitle\">2024 IEEE Conference on Pervasive and Intelligent Computing (PICom), <\/span><span class=\"tp_pub_additional_pages\">pp. 173-177, <\/span><span class=\"tp_pub_additional_year\">2024<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_77\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('77','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_77\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('77','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_77\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{10795417,<br \/>\r\ntitle = {Projected Quantum Kernel for IoT Data Analysis},<br \/>\r\nauthor = {Francesco D&#039;Amore and Luca Mariani and Carlo Mastroianni and Jacopo Settino and Andrea Vinci},<br \/>\r\ndoi = {10.1109\/PICom64201.2024.00032},<br \/>\r\nyear  = {2024},<br \/>\r\ndate = {2024-01-01},<br \/>\r\nurldate = {2024-01-01},<br \/>\r\nbooktitle = {2024 IEEE Conference on Pervasive and Intelligent Computing (PICom)},<br \/>\r\npages = {173-177},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {inproceedings}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('77','tp_bibtex')\">Close<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_77\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"ai ai-doi\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dx.doi.org\/10.1109\/PICom64201.2024.00032\" title=\"Follow DOI:10.1109\/PICom64201.2024.00032\" target=\"_blank\">doi:10.1109\/PICom64201.2024.00032<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('77','tp_links')\">Close<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_article\"><div class=\"tp_pub_number\">4.<\/div><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Mastroianni, Carlo;  Plastina, Francesco;  Scarcello, Luigi;  Settino, Jacopo;  Vinci, Andrea<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('1','tp_links')\" style=\"cursor:pointer;\">Assessing Quantum Computing Performance for Energy Optimization in a Prosumer Community<\/a> <span class=\"tp_pub_type tp_  article\">Journal Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_journal\">IEEE Trans. Smart Grid, <\/span><span class=\"tp_pub_additional_volume\">vol. 15, <\/span><span class=\"tp_pub_additional_number\">no. 1, <\/span><span class=\"tp_pub_additional_pages\">pp. 444\u2013456, <\/span><span class=\"tp_pub_additional_year\">2024<\/span>, <span class=\"tp_pub_additional_issn\">ISSN: 1949-3061<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_1\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('1','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_1\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('1','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_1\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@article{Mastroianni2024,<br \/>\r\ntitle = {Assessing Quantum Computing Performance for Energy Optimization in a Prosumer Community},<br \/>\r\nauthor = {Carlo Mastroianni and Francesco Plastina and Luigi Scarcello and Jacopo Settino and Andrea Vinci},<br \/>\r\ndoi = {10.1109\/tsg.2023.3286106},<br \/>\r\nissn = {1949-3061},<br \/>\r\nyear  = {2024},<br \/>\r\ndate = {2024-01-00},<br \/>\r\nurldate = {2024-01-00},<br \/>\r\njournal = {IEEE Trans. Smart Grid},<br \/>\r\nvolume = {15},<br \/>\r\nnumber = {1},<br \/>\r\npages = {444\u2013456},<br \/>\r\npublisher = {Institute of Electrical and Electronics Engineers (IEEE)},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {article}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('1','tp_bibtex')\">Close<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_1\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"ai ai-doi\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dx.doi.org\/10.1109\/tsg.2023.3286106\" title=\"Follow DOI:10.1109\/tsg.2023.3286106\" target=\"_blank\">doi:10.1109\/tsg.2023.3286106<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('1','tp_links')\">Close<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_number\">5.<\/div><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Mastroianni, Carlo;  Scarcello, Luigi;  Vinci, Andrea<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('67','tp_links')\" style=\"cursor:pointer;\">Quantum Computing Management of a Cloud\/Edge Architecture<\/a> <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span> Bartolini, Andrea;  Rietveld, Kristian F. D.;  Schuman, Catherine D.;  Moreira, Jose (Ed.): <span class=\"tp_pub_additional_booktitle\">Proceedings of the 20th ACM International Conference on Computing Frontiers, CF 2023, <\/span><span class=\"tp_pub_additional_pages\">pp. 193\u2013196, <\/span><span class=\"tp_pub_additional_publisher\">ACM, <\/span><span class=\"tp_pub_additional_year\">2023<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_67\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('67','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_67\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('67','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_67\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{MastroianniSV23,<br \/>\r\ntitle = {Quantum Computing Management of a Cloud\/Edge Architecture},<br \/>\r\nauthor = {Carlo Mastroianni and Luigi Scarcello and Andrea Vinci},<br \/>\r\neditor = {Andrea Bartolini and Kristian F. D. Rietveld and Catherine D. Schuman and Jose Moreira},<br \/>\r\nurl = {https:\/\/doi.org\/10.1145\/3587135.3592190},<br \/>\r\ndoi = {10.1145\/3587135.3592190},<br \/>\r\nyear  = {2023},<br \/>\r\ndate = {2023-01-01},<br \/>\r\nurldate = {2023-01-01},<br \/>\r\nbooktitle = {Proceedings of the 20th ACM International Conference on Computing Frontiers, CF 2023},<br \/>\r\npages = {193\u2013196},<br \/>\r\npublisher = {ACM},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {inproceedings}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('67','tp_bibtex')\">Close<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_67\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/doi.org\/10.1145\/3587135.3592190\" title=\"https:\/\/doi.org\/10.1145\/3587135.3592190\" target=\"_blank\">https:\/\/doi.org\/10.1145\/3587135.3592190<\/a><\/li><li><i class=\"ai ai-doi\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dx.doi.org\/10.1145\/3587135.3592190\" title=\"Follow DOI:10.1145\/3587135.3592190\" target=\"_blank\">doi:10.1145\/3587135.3592190<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('67','tp_links')\">Close<\/a><\/p><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>I&#8217;ll hold a Tutorial on Variational Quantum Algorithms with my colleague, Carlo Mastroianni, during The 33rd International Symposium on High-Performance Parallel and Distributed Computing is scheduled on June 3-7, 2024, in Pisa, Italy (ACM HPDC 2024)<\/p>\n","protected":false},"author":1,"featured_media":919,"comment_status":"closed","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"footnotes":""},"categories":[263,229,237,241],"tags":[216],"class_list":["post-918","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-events","category-guides","category-postit","tag-english-en"],"_links":{"self":[{"href":"https:\/\/staff.icar.cnr.it\/vinci\/wordpress\/index.php\/wp-json\/wp\/v2\/posts\/918","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/staff.icar.cnr.it\/vinci\/wordpress\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/staff.icar.cnr.it\/vinci\/wordpress\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/staff.icar.cnr.it\/vinci\/wordpress\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/staff.icar.cnr.it\/vinci\/wordpress\/index.php\/wp-json\/wp\/v2\/comments?post=918"}],"version-history":[{"count":9,"href":"https:\/\/staff.icar.cnr.it\/vinci\/wordpress\/index.php\/wp-json\/wp\/v2\/posts\/918\/revisions"}],"predecessor-version":[{"id":936,"href":"https:\/\/staff.icar.cnr.it\/vinci\/wordpress\/index.php\/wp-json\/wp\/v2\/posts\/918\/revisions\/936"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/staff.icar.cnr.it\/vinci\/wordpress\/index.php\/wp-json\/wp\/v2\/media\/919"}],"wp:attachment":[{"href":"https:\/\/staff.icar.cnr.it\/vinci\/wordpress\/index.php\/wp-json\/wp\/v2\/media?parent=918"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/staff.icar.cnr.it\/vinci\/wordpress\/index.php\/wp-json\/wp\/v2\/categories?post=918"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/staff.icar.cnr.it\/vinci\/wordpress\/index.php\/wp-json\/wp\/v2\/tags?post=918"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}