{"id":967503,"date":"2023-09-14T09:00:00","date_gmt":"2023-09-14T16:00:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?p=967503"},"modified":"2023-09-20T10:31:17","modified_gmt":"2023-09-20T17:31:17","slug":"microsoft-at-acm-sigcomm-2023-innovating-the-future-of-networking","status":"publish","type":"post","link":"https:\/\/www.microsoft.com\/en-us\/research\/blog\/microsoft-at-acm-sigcomm-2023-innovating-the-future-of-networking\/","title":{"rendered":"Microsoft at ACM SIGCOMM 2023: Innovating the future of networking"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1440\" height=\"788\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/SIGCOMM23_Blog_1400x788.jpg\" alt=\"Innovating the future of networking\" class=\"wp-image-968166\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/SIGCOMM23_Blog_1400x788.jpg 1440w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/SIGCOMM23_Blog_1400x788-300x164.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/SIGCOMM23_Blog_1400x788-1024x560.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/SIGCOMM23_Blog_1400x788-768x420.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/SIGCOMM23_Blog_1400x788-240x131.jpg 240w\" sizes=\"auto, (max-width: 1440px) 100vw, 1440px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-left\"><em><strong>Editor\u2019s note, Sept. 19, 2023 \u2013<\/strong> The number of papers accepted at SIGCOMM was updated to correct a factual error.<\/em><\/p>\n\n\n\n<p>Modern applications heavily rely on robust network infrastructure, requiring continuous innovation. In this evolving landscape, Microsoft is at the forefront, spearheading innovation efforts in networking and strengthening the foundational network infrastructure that underpins the cloud ecosystem. By investing in and enhancing this critical infrastructure, Microsoft not only ensures the resilience and scalability of cloud services but also lays the groundwork for the sophisticated and transformative applications that will continue to define the technological landscape.<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/conferences.sigcomm.org\/sigcomm\/2023\/\" target=\"_blank\" rel=\"noopener noreferrer\">ACM SIGCOMM<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, the premier annual conference of the <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.sigcomm.org\/#:~:text=SIGCOMM%20is%20ACM%27s%20professional%20forum%20for%20discussing%20communications,networks%3A%20analysis%2C%20technical%20design%2C%20engineering%2C%20measurement%20and%20management.\" target=\"_blank\" rel=\"noopener noreferrer\">Association for Computing Machinery\u2019s special interest group on data communication<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (SIGCOMM), is dedicated to the study of communication and computer networks. Microsoft was proud to be a Gold Sponsor of this year&#8217;s conference, publishing eight papers and participating in the organizing committee. <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/dmaltz\/\" target=\"_blank\" rel=\"noreferrer noopener\">Dave Maltz<\/a>, technical fellow and corporate vice president of Azure Networking, served as one of the program committee chairs, helping to oversee the conference&#8217;s technical program. Additionally, we are proud to acknowledge the significant achievement of one of our youngest researchers, <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/sivakakarla\/\" target=\"_blank\" rel=\"noreferrer noopener\">Siva Kakarla<\/a>, recognized as the <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/sigcomm.org\/awards\/dissertation%22%20\/l%20%22:~:text=Runners%20Up%3A%20Michel%20Piatek%2C%20Scalable,Data%20Sharing%20Without%20Centralized%20Trust\" target=\"_blank\" rel=\"noopener noreferrer\">ACM SIGCOMM Dissertation Award<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> runner up for his thesis, &#8220;<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/escholarship.org\/uc\/item\/589243sx\" target=\"_blank\" rel=\"noopener noreferrer\">Formal Methods for a Robust Domain Name System<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>.&#8221;\u202f\u00a0<\/p>\n\n\n\n<p>Microsoft also had a booth showcasing some of our <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/event\/sigcomm-2023\/booth-schedule\/\" target=\"_blank\" rel=\"noreferrer noopener\">latest technologies<\/a>, including hollow core biber-based connectivity, SoNIC on smart switches, container networking, technologies for L3\/L4-based DDoS protection, and technologies that we are building to extend the cloud into space\u2014for both earth observation and satellite communication.<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n\t<div class=\"border-bottom border-top border-gray-300 mt-5 mb-5 msr-promo text-center text-md-left alignwide\" data-bi-aN=\"promo\" data-bi-id=\"999693\">\n\t\t\n\n\t\t<p class=\"msr-promo__label text-gray-800 text-center text-uppercase\">\n\t\t<span class=\"px-4 bg-white display-inline-block font-weight-semibold small\">Spotlight: Event Series<\/span>\n\t<\/p>\n\t\n\t<div class=\"row pt-3 pb-4 align-items-center\">\n\t\t\t\t\t\t<div class=\"msr-promo__media col-12 col-md-5\">\n\t\t\t\t<a class=\"bg-gray-300 display-block\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/event\/microsoft-research-forum\/?OCID=msr_researchforum_MCR_Blog_Promo\" aria-label=\"Microsoft Research Forum\" data-bi-cN=\"Microsoft Research Forum\" target=\"_blank\">\n\t\t\t\t\t<img decoding=\"async\" class=\"w-100 display-block\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/05\/Research-Forum-hero_1400x788.jpg\" alt=\"Research Forum | abstract background with colorful hexagons\" \/>\n\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"msr-promo__content p-3 px-5 col-12 col-md\">\n\n\t\t\t\t\t\t\t\t\t<h2 class=\"h4\">Microsoft Research Forum<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t<p id=\"microsoft-research-forum\" class=\"large\">Join us for a continuous exchange of ideas about research in the era of general AI. Watch the first four episodes on demand.<\/p>\n\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"wp-block-buttons justify-content-center justify-content-md-start\">\n\t\t\t\t\t<div class=\"wp-block-button\">\n\t\t\t\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/event\/microsoft-research-forum\/?OCID=msr_researchforum_MCR_Blog_Promo\" aria-describedby=\"microsoft-research-forum\" class=\"btn btn-brand glyph-append glyph-append-chevron-right\" data-bi-cN=\"Microsoft Research Forum\" target=\"_blank\">\n\t\t\t\t\t\t\tWatch on-demand\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div><!--\/.msr-promo__content-->\n\t<\/div><!--\/.msr-promo__inner-wrap-->\n\t<\/div><!--\/.msr-promo-->\n\t\n\n\n<h2 class=\"wp-block-heading\" id=\"paper-highlights\">Paper highlights&nbsp;<\/h2>\n\n\n\n<p>The papers Microsoft published at SIGCOMM 2023 span a wide spectrum of networking domains, ranging from 5G and wide area networks (WAN) to enterprise networks. They also explore various aspects of networking, including traffic engineering, network offload strategies, and specialized network designs tailored for applications like gaming, video conferencing, and financial services. \u202f&nbsp;<\/p>\n\n\n\n<p>Here are some of the highlights:<\/p>\n\n\n\n<p><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/switchboard-efficient-resource-management-for-conferencing-services\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Switchboard: Efficient Resource Management for Conferencing Services<\/strong><\/a><strong><\/strong>&nbsp;<\/p>\n\n\n\n<p>Efficient resource management is crucial for conferencing services, such as Microsoft Teams, to balance user experience and cost-effectiveness. This involves optimizing the allocation of media processing servers, responsible for handling media streams during calls. Rahul Bothra, <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/rohangandhi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Rohan Gandhi<\/a>, Ranjita Bhagwan, <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/padmanab\/\" target=\"_blank\" rel=\"noreferrer noopener\">Venkat Padmanabhan<\/a>, Rui Liang, Steve Carlson, Vinayaka Kamath, <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/srach\/\" target=\"_blank\" rel=\"noreferrer noopener\">Sreangsu Acharyya<\/a>, Ken Sueda, Somesh Chaturmohta, and Harsha Sharm introduce Switchboard, a significant advancement in resource management controllers. Switchboard is peak-aware, recognizing that resource costs vary with peak usage times and across time zones, allowing servers to serve calls during peak times and act as backups during off-peak hours. Additionally, it enhances efficiency by coordinating network and compute provisioning and application-aware resource allocation. Evaluation using Microsoft Teams data demonstrates that Switchboard reduces provisioning costs by up to 51 percent while maintaining or improving latency compared to existing solutions.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/resilient-baseband-processing-in-virtualized-rans-with-slingshot\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Resilient Baseband Processing in Virtualized RANs with Slingshot<\/strong><\/a><strong><\/strong>&nbsp;<\/p>\n\n\n\n<p>In the realm of cellular networks, virtualized radio access networks (vRANs) are gaining prominence, replacing traditional specialized hardware with software on commodity servers. However, current vRAN setups lack resilience, making it challenging to implement failover mechanisms and upgrades without prolonged service interruptions. Nikita Lazarev, Tao Ji, <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/ankalia\/\" target=\"_blank\" rel=\"noreferrer noopener\">Anuj Kalia<\/a>, Daehyeok Kim, <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/ilmarino\/\" target=\"_blank\" rel=\"noreferrer noopener\">Ilias Marinos<\/a>, <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/francisy\/\" target=\"_blank\" rel=\"noreferrer noopener\">Francis Y. Yan<\/a>, Christina Delimitrou, Zhiru Zhang, and Aditya Akella propose Slingshot, an innovative system designed to seamlessly introduce resilience to the most critical layer of vRANs, the physical layer (PHY). Slingshot accomplishes this by employing novel techniques for real-time workload migration, incorporating fast RAN protocol middleboxes, and implementing real-time RAN failure detection. A key breakthrough in Slingshot&#8217;s design is its approach to treat transient disruptions from resilience events as akin to regular wireless signal impairments, using the inherent resilience of cellular networks to these occurrences. Experiments conducted on a cutting-edge 5G vRAN testbed demonstrate Slingshot&#8217;s capability to manage PHY failover without interrupting video conferencing and causing under 110 microseconds of disruption to a TCP connection. Furthermore, it enables seamless zero-downtime upgrades in vRAN deployments.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/dbo-response-time-fairness-for-cloud-hosted-financial-exchanges\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>DBO: Response Time Fairness for Cloud-Hosted Financial Exchanges<\/strong><\/a><strong><\/strong>&nbsp;<\/p>\n\n\n\n<p>When hosting financial exchanges in cloud environments, ensuring equal and predictable latency for all market participants is critical, especially in tasks like high-speed trading. Existing cloud deployments often struggle to maintain such fairness due to factors like congestion and varying network paths. In this paper, Prateesh Goyal,\u202f<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/eash3010.github.io\/\" target=\"_blank\" rel=\"noopener noreferrer\">Eashan Gupta<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>,\u202f<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/ilmarino\/\" target=\"_blank\" rel=\"noreferrer noopener\">Ilias Marinos<\/a>, Chenxingyu Zhao, Radhika Mittal,\u202fand myself (<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/ranveer\/\">Ranveer Chandra<\/a>), tackle the issue arising from the lack of determinism in cloud networks, showing that achieving predictable or bounded latency isn&#8217;t a necessity to ensure fairness. Inspired by the concept of logical clocks in distributed systems, the paper introduces Delivery Based Ordering (DBO) as a novel approach to rectifying latency discrepancies among participants, helping ensure fairness. The evaluation of DBO, conducted both in a hardware testbed and a public cloud environment, demonstrates its feasibility in achieving guaranteed fairness and sustaining sub-100 microsecond latency, even at high transaction rates.<\/p>\n\n\n\n<p><strong>For the complete list of accepted publications by Microsoft researchers, please see the <\/strong><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/event\/sigcomm-2023\/publications\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>publications list<\/strong><\/a><strong> on <\/strong><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/event\/sigcomm-2023\/#:~:text=Microsoft%20is%20proud%20to%20be%20a%20sponsor%20of,latest%20research%20in%20communication%20networks%20and%20networked%20systems.\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Microsoft at SIGCOMM 2023<\/strong><\/a><strong>.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/Image.jpg\" alt=\"a group of researchers attending SIGCOMM 2023. They are standing in front of multiple buildings.\" class=\"wp-image-967929\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/Image.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/Image-300x225.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/Image-768x576.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/Image-80x60.jpg 80w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/Image-240x180.jpg 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"learn-about-opportunities\">Learn about opportunities<\/h2>\n\n\n\n<p>Microsoft welcomes talented individuals across various roles at Microsoft Research, Azure Networking, and other departments. Whether you&#8217;re a networking partner or researcher, we welcome your collaboration and exploration to advance computer networking and invite you to be part of the team crafting cutting-edge solutions for industry challenges. Review our open positions at the Microsoft Research <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/careers\/\" target=\"_blank\" rel=\"noreferrer noopener\">website<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Editor\u2019s note, Sept. 19, 2023 \u2013 The number of papers accepted at SIGCOMM was updated to correct a factual error. Modern applications heavily rely on robust network infrastructure, requiring continuous innovation. In this evolving landscape, Microsoft is at the forefront, spearheading innovation efforts in networking and strengthening the foundational network infrastructure that underpins the cloud [&hellip;]<\/p>\n","protected":false},"author":42735,"featured_media":968166,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-author-ordering":null,"msr_hide_image_in_river":0,"footnotes":""},"categories":[1],"tags":[],"research-area":[13547],"msr-region":[],"msr-event-type":[],"msr-locale":[268875],"msr-post-option":[],"msr-impact-theme":[],"msr-promo-type":[],"msr-podcast-series":[],"class_list":["post-967503","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-research-blog","msr-research-area-systems-and-networking","msr-locale-en_us"],"msr_event_details":{"start":"","end":"","location":""},"podcast_url":"","podcast_episode":"","msr_research_lab":[199565],"msr_impact_theme":[],"related-publications":[],"related-downloads":[],"related-videos":[],"related-academic-programs":[],"related-groups":[144899],"related-projects":[],"related-events":[958362],"related-researchers":[{"type":"user_nicename","value":"Ranveer Chandra","user_id":33344,"display_name":"Ranveer Chandra","author_link":"<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/ranveer\/\" aria-label=\"Visit the profile page for Ranveer Chandra\">Ranveer Chandra<\/a>","is_active":false,"last_first":"Chandra, Ranveer","people_section":0,"alias":"ranveer"},{"type":"guest","value":"eashan-gupta","user_id":"864801","display_name":"Eashan Gupta","author_link":"<a href=\"https:\/\/eash3010.github.io\/\" aria-label=\"Visit the profile page for Eashan Gupta\">Eashan Gupta<\/a>","is_active":true,"last_first":"Gupta, Eashan","people_section":0,"alias":"eashan-gupta"},{"type":"user_nicename","value":"Rohan Gandhi","user_id":42372,"display_name":"Rohan Gandhi","author_link":"<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/rohangandhi\/\" aria-label=\"Visit the profile page for Rohan Gandhi\">Rohan Gandhi<\/a>","is_active":false,"last_first":"Gandhi, Rohan","people_section":0,"alias":"rohangandhi"},{"type":"user_nicename","value":"Venkat Padmanabhan","user_id":33180,"display_name":"Venkat Padmanabhan","author_link":"<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/padmanab\/\" aria-label=\"Visit the profile page for Venkat Padmanabhan\">Venkat Padmanabhan<\/a>","is_active":false,"last_first":"Padmanabhan, Venkat","people_section":0,"alias":"padmanab"},{"type":"user_nicename","value":"Siva Kesava Reddy Kakarla","user_id":42540,"display_name":"Siva Kesava Reddy Kakarla","author_link":"<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/sivakakarla\/\" aria-label=\"Visit the profile page for Siva Kesava Reddy Kakarla\">Siva Kesava Reddy Kakarla<\/a>","is_active":false,"last_first":"Kakarla, Siva Kesava Reddy","people_section":0,"alias":"sivakakarla"},{"type":"user_nicename","value":"Dave Maltz","user_id":31648,"display_name":"Dave Maltz","author_link":"<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/dmaltz\/\" aria-label=\"Visit the profile page for Dave Maltz\">Dave Maltz<\/a>","is_active":false,"last_first":"Maltz, Dave","people_section":0,"alias":"dmaltz"}],"msr_type":"Post","featured_image_thumbnail":"<img width=\"960\" height=\"540\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/SIGCOMM23_Blog_1400x788-960x540.jpg\" class=\"img-object-cover\" alt=\"SIGCOMM\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/SIGCOMM23_Blog_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/SIGCOMM23_Blog_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/SIGCOMM23_Blog_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/SIGCOMM23_Blog_1400x788-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/SIGCOMM23_Blog_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/09\/SIGCOMM23_Blog_1400x788-1280x720.jpg 1280w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/>","byline":"","formattedDate":"September 14, 2023","formattedExcerpt":"Editor\u2019s note, Sept. 19, 2023 \u2013 The number of papers accepted at SIGCOMM was updated to correct a factual error. Modern applications heavily rely on robust network infrastructure, requiring continuous innovation. In this evolving landscape, Microsoft is at the forefront, spearheading innovation efforts in networking&hellip;","locale":{"slug":"en_us","name":"English","native":"","english":"English"},"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/posts\/967503","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/users\/42735"}],"replies":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/comments?post=967503"}],"version-history":[{"count":16,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/posts\/967503\/revisions"}],"predecessor-version":[{"id":969357,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/posts\/967503\/revisions\/969357"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/968166"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=967503"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/categories?post=967503"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/tags?post=967503"},{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=967503"},{"taxonomy":"msr-region","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-region?post=967503"},{"taxonomy":"msr-event-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-event-type?post=967503"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=967503"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=967503"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=967503"},{"taxonomy":"msr-promo-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-promo-type?post=967503"},{"taxonomy":"msr-podcast-series","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-podcast-series?post=967503"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}