{"id":999,"date":"2024-03-28T09:31:05","date_gmt":"2024-03-28T16:31:05","guid":{"rendered":"https:\/\/labs.engineering.asu.edu\/sops\/?page_id=999"},"modified":"2025-09-11T16:24:23","modified_gmt":"2025-09-11T23:24:23","slug":"network-algorithms","status":"publish","type":"page","link":"https:\/\/labs.engineering.asu.edu\/sops\/network-algorithms\/","title":{"rendered":"Network Algorithms and Distributed Optimization"},"content":{"rendered":"<div class=\"uds-hero-lg alignfull has-btn-row \" style=\"margin-bottom:var(--wp--preset--spacing--uds-size-8);\"><div class=\"hero-overlay\"><\/div><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"885\" src=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2021\/01\/network-banner-scaled-1.jpg\" class=\"hero\" alt=\"\" srcset=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2021\/01\/network-banner-scaled-1.jpg 2560w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2021\/01\/network-banner-scaled-1-500x173.jpg 500w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2021\/01\/network-banner-scaled-1-1500x519.jpg 1500w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2021\/01\/network-banner-scaled-1-1000x346.jpg 1000w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2021\/01\/network-banner-scaled-1-1536x531.jpg 1536w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2021\/01\/network-banner-scaled-1-2048x708.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><div class=\"acf-innerblocks-container\">\n\n\n\n<h1 class=\"wp-block-heading has-white-color has-text-color has-link-color wp-elements-5f194ef513c69289bac05ca9fc2b32dd\">Network Algorithms and Distributed Optimization<\/h1>\n\n\n\n<div class=\"wp-block-buttons btn-row is-layout-flex wp-block-buttons-is-layout-flex\"><\/div>\n\n<\/div><\/div>\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-930feb06 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\">We design and analyze approximation algorithms for NP-hard network optimization problems. These algorithms demonstrate the power of randomness for overcoming provably difficult tasks. Our theoretical results are supported by simulations to showcase their practicality. Recently, we have been investigating the application of reinforcement learning techniques to network optimization problems that include local restrictions.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-930feb06 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading\">Publications (2019 \u2013 Present)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Please find publications from prior to 2019&nbsp;<a href=\"https:\/\/dblp.org\/pid\/r\/AndreaWRicha.html\">here<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Refereed Journal Papers<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.computer.org\/csdl\/journal\/nt\/2024\/02\/10311541\/1RSWIlmRXNu\" data-type=\"link\" data-id=\"https:\/\/www.computer.org\/csdl\/journal\/nt\/2024\/02\/10311541\/1RSWIlmRXNu\">Improved Throughput for All-or-Nothing Multicommodity Flows with Arbitrary Demands.<\/a> Anya Chaturvedi, Chandra Chekuri, Mengxue Liu, Andr\u00e9a W. Richa, Stefan Schmid, Matthias Rost, Jamison W Weber. IEEE\/ACM Transactions on Networking, Apr.&nbsp;2024,&nbsp;pp. 1435-1450,&nbsp;vol. 32<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Refereed Conference Proceedings<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/dl.acm.org\/doi\/10.5555\/3635637.3663054\" data-type=\"link\" data-id=\"https:\/\/dl.acm.org\/doi\/10.5555\/3635637.3663054\"><span style=\"text-decoration: underline;\">Distributed Online Rollout for Multivehicle Routing in Unmapped Environments.<\/span> <\/a>Jamison W. Weber, Dhanush R. Giriyan, Devendra R. Parkar, Dimitri P. Bertsekas, Andr\u00e9a W. Richa. AAMAS &#8217;24: Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems, May 2024, Pages&nbsp;1910&nbsp;&#8211;&nbsp;1918.<\/li>\n\n\n\n<li><a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/3529113.3529121\" data-type=\"link\" data-id=\"https:\/\/dl.acm.org\/doi\/10.1145\/3529113.3529121\">Improved Throughput for All-or-Nothing Multicommodity Flows with Arbitrary Demands.<\/a> Anya Chaturvedi, Chandra Chekuri, Andr\u00e9a W. Richa, Stefan Schmid, Matthias Rost, Jamison Weber.&nbsp;<em>39th International Symposium on Computer Performance, Modeling, Measurements and Evaluation,&nbsp;<\/em>2021.<\/li>\n\n\n\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/8737402\">A Constant Approximation for Maximum Throughput Multicommodity Routing And Its Application to Delay-Tolerant Network Scheduling<\/a>. Mengxue Liu, Andr\u00e9a W. Richa, Matthias Rost, Stefan Schmid.&nbsp;<em>IEEE Conference on Computer Communications (INFOCOM<\/em>&nbsp;<em>2019)<\/em>, pp. 46-54, 2019.<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-930feb06 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading\">Presentations<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Conference Talks<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=80V7wgp6C1c\">Improved Throughput for All-or-Nothing Multicommodity Flows with Arbitrary Demands<\/a>. Anya Chaturvedi, Jamison Weber.&nbsp;<em>39th International Symposium on Computer Performance, Modeling, Measurements and Evaluation,&nbsp;<\/em>2021.<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-930feb06 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading\">People<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Current Team<\/h3>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-930feb06 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1500\" height=\"1500\" src=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2017\/12\/aricha-new-square-1500x1500.jpg\" alt=\"\" class=\"wp-image-392\" style=\"object-fit:cover;width:282px;height:282px\" srcset=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2017\/12\/aricha-new-square-1500x1500.jpg 1500w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2017\/12\/aricha-new-square-500x500.jpg 500w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2017\/12\/aricha-new-square-150x150.jpg 150w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2017\/12\/aricha-new-square-1000x1000.jpg 1000w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2017\/12\/aricha-new-square-1536x1536.jpg 1536w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2017\/12\/aricha-new-square-2048x2048.jpg 2048w\" sizes=\"auto, (max-width: 1500px) 100vw, 1500px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Andr\u00e9a W. Richa<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">PI \/ President&#8217;s Professor, Arizona State University <a href=\"http:\/\/www.public.asu.edu\/~aricha\/\">[website]<\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2019\/04\/jweber-square.jpg\" alt=\"\" class=\"wp-image-558\" style=\"object-fit:cover;width:282px;height:282px\" srcset=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2019\/04\/jweber-square.jpg 1024w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2019\/04\/jweber-square-500x500.jpg 500w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2019\/04\/jweber-square-150x150.jpg 150w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2019\/04\/jweber-square-1000x1000.jpg 1000w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Jamison Weber<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Postdoctoral Scholar, Arizona State University<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1126\" height=\"1118\" src=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2019\/04\/achaturvedi-square.jpg\" alt=\"\" class=\"wp-image-555\" style=\"object-fit:cover;width:282px;height:282px\" srcset=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2019\/04\/achaturvedi-square.jpg 1126w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2019\/04\/achaturvedi-square-500x496.jpg 500w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2019\/04\/achaturvedi-square-150x150.jpg 150w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2019\/04\/achaturvedi-square-1000x993.jpg 1000w\" sizes=\"auto, (max-width: 1126px) 100vw, 1126px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Anya Chaturvedi<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Ph.D. Student, Arizona State University <a href=\"https:\/\/anyachaturvedi27.github.io\/\" data-type=\"link\" data-id=\"https:\/\/anyachaturvedi27.github.io\/\">[website]<\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1341\" height=\"1500\" src=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2022\/03\/stefan-schmid-new2-scaled-1-1341x1500.jpeg\" alt=\"\" class=\"wp-image-870\" style=\"object-fit:cover;width:282px;height:282px\" srcset=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2022\/03\/stefan-schmid-new2-scaled-1-1341x1500.jpeg 1341w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2022\/03\/stefan-schmid-new2-scaled-1-447x500.jpeg 447w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2022\/03\/stefan-schmid-new2-scaled-1-894x1000.jpeg 894w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2022\/03\/stefan-schmid-new2-scaled-1-1373x1536.jpeg 1373w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2022\/03\/stefan-schmid-new2-scaled-1-1831x2048.jpeg 1831w\" sizes=\"auto, (max-width: 1341px) 100vw, 1341px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Stefan Schmid<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Professor, University of Vienna <a href=\"https:\/\/www.univie.ac.at\/ct\/stefan\/\">[website]<\/a><\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-930feb06 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"727\" src=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2022\/03\/matthias_rost_scaled.png\" alt=\"\" class=\"wp-image-872\" style=\"object-fit:cover;width:282px;height:282px\" srcset=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2022\/03\/matthias_rost_scaled.png 1000w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2022\/03\/matthias_rost_scaled-500x364.png 500w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Matthias Rost<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Professor, TU Berlin | Software Engineer, Observe <a href=\"https:\/\/www.matthias-rost.de\/\">[website]<\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-style-uds-figure\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"205\" data-id=\"1088\" src=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2024\/07\/bertsekas_0-2.jpg\" alt=\"\" class=\"wp-image-1088\"\/><\/figure>\n<\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Dimitri P. Bertsekas<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Professor, Arizona State University <a href=\"https:\/\/www.mit.edu\/~dimitrib\/home.html\" data-type=\"link\" data-id=\"https:\/\/www.mit.edu\/~dimitrib\/home.html\">[website]<\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"1091\" src=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2022\/03\/Chandra-pic.jpeg\" alt=\"\" class=\"wp-image-873\" style=\"object-fit:cover;width:282px;height:282px\" srcset=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2022\/03\/Chandra-pic.jpeg 1200w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2022\/03\/Chandra-pic-500x455.jpeg 500w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2022\/03\/Chandra-pic-1000x909.jpeg 1000w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Chandra Chekuri<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Professor, University of Illinois at Urbana-Champaign <a href=\"https:\/\/chekuri.cs.illinois.edu\/\">[website]<\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"225\" src=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2022\/03\/dhanush.jpeg\" alt=\"\" class=\"wp-image-910\" style=\"object-fit:cover;width:282px;height:282px\" srcset=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2022\/03\/dhanush.jpeg 225w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2022\/03\/dhanush-150x150.jpeg 150w\" sizes=\"auto, (max-width: 225px) 100vw, 225px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Dhanush Giriyan<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Computer Science Undergraduate, Arizona State University<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-930feb06 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading\">Past Members and Collaborators<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2021\/01\/mliu.jpg\" alt=\"\" class=\"wp-image-795\" srcset=\"https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2021\/01\/mliu.jpg 200w, https:\/\/labs.engineering.asu.edu\/sops\/wp-content\/uploads\/sites\/181\/2021\/01\/mliu-150x150.jpg 150w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Mengxue Liu<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Ph.D., Arizona State University 2018 <a href=\"https:\/\/www.linkedin.com\/in\/mengxue-liu-4777a445\">[LinkedIn]<\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-930feb06 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading\">Funding<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/media.defense.gov\/2019\/Apr\/03\/2002109216\/-1\/-1\/1\/MURI-2019-SELECTED-TEAMS.PDF\">Foundations of Emergent Computation and Self-Organized Adaptation<\/a>. DoD MURI (Multidisciplinary University Research Initiative) Award #W911NF-19-1-0233. Feb. 2019 \u2013 Present.<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p class=\"mb-2\">We design and analyze approximation algorithms for NP-hard network optimization problems. These algorithms demonstrate the power of randomness for overcoming provably difficult tasks. Our theoretical results are supported by simulations to showcase their practicality. Recently, we have been investigating the application of reinforcement learning techniques to network optimization problems that include local restrictions. Publications (2019&#8230;<\/p>\n","protected":false},"author":338,"featured_media":0,"parent":0,"menu_order":14,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-999","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/labs.engineering.asu.edu\/sops\/wp-json\/wp\/v2\/pages\/999","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/labs.engineering.asu.edu\/sops\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/labs.engineering.asu.edu\/sops\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/labs.engineering.asu.edu\/sops\/wp-json\/wp\/v2\/users\/338"}],"replies":[{"embeddable":true,"href":"https:\/\/labs.engineering.asu.edu\/sops\/wp-json\/wp\/v2\/comments?post=999"}],"version-history":[{"count":0,"href":"https:\/\/labs.engineering.asu.edu\/sops\/wp-json\/wp\/v2\/pages\/999\/revisions"}],"wp:attachment":[{"href":"https:\/\/labs.engineering.asu.edu\/sops\/wp-json\/wp\/v2\/media?parent=999"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}