{"id":901101,"date":"2022-12-12T10:55:12","date_gmt":"2022-12-12T18:55:12","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/"},"modified":"2026-10-01T10:54:37","modified_gmt":"2026-10-01T17:54:37","slug":"microsoft-research-special-projects","status":"publish","type":"msr-group","link":"https:\/\/www.microsoft.com\/en-us\/research\/group\/microsoft-research-special-projects\/","title":{"rendered":"Microsoft Research Special Projects"},"content":{"rendered":"<section class=\"mb-3 moray-highlight\">\n\t<div class=\"card-img-overlay mx-lg-0\">\n\t\t<div class=\"card-background  has-background- card-background--full-bleed\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1400\" height=\"788\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/SpecialProjects_tech-abstract_1400x788.jpg\" class=\"attachment-full size-full\" alt=\"abstract technology graphic\" style=\"\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/SpecialProjects_tech-abstract_1400x788.jpg 1400w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/SpecialProjects_tech-abstract_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/SpecialProjects_tech-abstract_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/SpecialProjects_tech-abstract_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/SpecialProjects_tech-abstract_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/SpecialProjects_tech-abstract_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/SpecialProjects_tech-abstract_1400x788-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/SpecialProjects_tech-abstract_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/SpecialProjects_tech-abstract_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/SpecialProjects_tech-abstract_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/SpecialProjects_tech-abstract_1400x788-1280x720.jpg 1280w\" sizes=\"auto, (max-width: 1400px) 100vw, 1400px\" \/>\t\t<\/div>\n\t\t<!-- Foreground -->\n\t\t<div class=\"card-foreground d-flex mt-md-n5 my-lg-5 px-g px-lg-0\">\n\t\t\t<!-- Container -->\n\t\t\t<div class=\"container d-flex mt-md-n5 my-lg-5 \">\n\t\t\t\t<!-- Card wrapper -->\n\t\t\t\t<div class=\"w-100 w-lg-col-5\">\n\t\t\t\t\t<!-- Card -->\n\t\t\t\t\t<div class=\"card material-md-card py-5 px-md-5\">\n\t\t\t\t\t\t<div class=\"card-body \">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\n\n<h1 id=\"microsoft-research-special-projects\" class=\"wp-block-heading\">Microsoft Research Special Projects<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-top is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\" style=\"box-shadow:var(--wp--preset--shadow--natural);flex-basis:60%\">\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-red-color has-text-color has-link-color wp-elements-1 wp-block-paragraph\"><em><strong>Note<\/strong>: This research has reached its conclusion, and this page is for historical reference and archival purposes only.<\/em><\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/lab\/catalyst-lab\/\">Explore Catalyst research<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:40%\"><\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">The Microsoft Research Special Projects group operates on the boundary between engineering and research to drive breakthrough innovation. We are a research group with world-class specialists solving highly uncertain, complex problems. We build technologies to benefit society, including tools for digital safety, plurality, and evidence-based policy.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Our criteria for problem selection reflect an intentional focus on the most critical problems where we can make a meaningful impact for society, industry, and the planet:&nbsp;&nbsp;<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 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 aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"96\" height=\"96\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/world-icon.png\" alt=\"line globe icon\" class=\"wp-image-903090\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>A version of the problem exists in the world today.<\/strong><\/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 aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"96\" height=\"96\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/boundary-icon.png\" alt=\"line brick wall with one loose brick icon\" class=\"wp-image-903081\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>The problem has or will soon cross a critical boundary.<\/strong><\/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 aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"96\" height=\"96\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/stakeholder-icon.png\" alt=\"line concentric circles icon\" class=\"wp-image-903087\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>Every person on the planet is a potential stakeholder.<\/strong><\/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 aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"96\" height=\"96\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/ms-logo-AH.png\" alt=\"microsoft logo squares\" class=\"wp-image-903918\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>Microsoft can uniquely contribute added value.<\/strong><\/p>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">The Special Projects solution approach is one of <em>specialized <\/em>research that requires novel combinations of domain expertise and technological capability to succeed. It involves working beyond existing disciplines, organizations, and other boundaries in a participatory approach to transforming real-world practice:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Convene:\u202f<\/strong>We co-develop and participate in internal and external collaborations for solving complex sociotechnical problems.&nbsp;<\/li>\n\n\n\n<li><strong>Learn:\u202f<\/strong>We advance new understandings through leading-edge scientific research and knowledge sharing.&nbsp;<\/li>\n\n\n\n<li><strong>Build:\u202f<\/strong>We develop technological tools and artefacts for empowering organizations, communities, and individuals.&nbsp;<\/li>\n\n\n\n<li><strong>Amplify:\u202f<\/strong>We deploy technologies that create considered and measurable impact for society.\u202f&nbsp;<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Our teams naturally cross functional disciplines including research, engineering, and technical program management. This leads to cultures and processes that draw on diverse skills and experiences&nbsp;while identifying, developing, and delivering projects that reflect our common values, ambition, and commitment to disruptive innovation.\u202f&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Special Projects has a recognized track record of delivering such disruptive innovations, which has included creating new businesses (<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/group\/azure-for-operators-afo-research\/\" target=\"_blank\" rel=\"noreferrer noopener\">Azure for Operators<\/a>), transitioning teams and services (<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/watch-for\/\" target=\"_blank\" rel=\"noreferrer noopener\">Watch For<\/a>,\u202f<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/project-onefuzz\/\" target=\"_blank\" rel=\"noreferrer noopener\">OneFuzz<\/a>), and publicly highlighting Microsoft\u2019s commitment to environmental sustainability (<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/natick\/\" target=\"_blank\" rel=\"noreferrer noopener\">Project Natick<\/a>) and societal resilience (<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/video\/developer-tech-minutes-smart-health-cards\/\" target=\"_blank\" rel=\"noreferrer noopener\">SMART Health Cards<\/a>). &nbsp;<\/p>\n\n\n\n<h2 id=\"the-evolution-of-research\" class=\"wp-block-heading\">The evolution of research<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">We continuously review our projects to ensure we are oriented towards impact, using iterative work cycles based on rapid prototyping&nbsp;to enable rapid pivots in project direction. Impact is delivered through independent activity (e.g., build and ship major full-stack initiatives and open-source releases), joint exploration with Microsoft product teams (e.g., tech transfers, code handoffs, embedded engineers,&nbsp;collaborative integration, service level agreement releases), and publications (e.g., academic papers, press releases, patents). We select delivery models based on business need, opportunity, and our vision of a better future.&nbsp;<\/p>\n\n\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<h4 id=\"active-projects\" class=\"wp-block-heading\">Active projects<\/h4>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"annotations \" data-bi-aN=\"citation\">\n\t<article class=\"annotations__list card depth-16 bg-body p-4 \">\n\t\t<div class=\"annotations__list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/human-rights-technology\/\" target=\"_self\" aria-label=\"Human Rights Technology\" data-bi-type=\"annotated-link\" data-bi-cN=\"Human Rights Technology\" class=\"annotations__list-thumbnail\" >\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"172\" height=\"96\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/01\/22781064853_291a2660fc_o-343x193.jpg\" class=\"mb-2\" alt=\"Chain-Link Fence Background\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/01\/22781064853_291a2660fc_o-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/01\/22781064853_291a2660fc_o-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/01\/22781064853_291a2660fc_o-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/01\/22781064853_291a2660fc_o-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/01\/22781064853_291a2660fc_o-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/01\/22781064853_291a2660fc_o-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/01\/22781064853_291a2660fc_o-1920x1080.jpg 1920w\" sizes=\"auto, (max-width: 172px) 100vw, 172px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">Project<\/span>\n\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/human-rights-technology\/\" data-bi-cN=\"Human Rights Technology\" data-external-link=\"false\" data-bi-aN=\"citation\" data-bi-type=\"annotated-link\" class=\"annotations__link font-weight-semibold text-decoration-none\"><span>Human Rights Technology<\/span>&nbsp;<span class=\"glyph-in-link glyph-append glyph-append-chevron-right\" aria-hidden=\"true\"><\/span><\/a>\t\t\t\t\t\t\t<p class=\"annotations__caption text-neutral-400 mt-2\">Human-centered tools helping communities take evidence-based action in the fight against human rights violations<\/p>\n\t\t\t\t\t<\/div>\n\t<\/article>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"annotations \" data-bi-aN=\"citation\">\n\t<article class=\"annotations__list card depth-16 bg-body p-4 \">\n\t\t<div class=\"annotations__list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/project-eclipse\/\" target=\"_self\" aria-label=\"Project Eclipse\" data-bi-type=\"annotated-link\" data-bi-cN=\"Project Eclipse\" class=\"annotations__list-thumbnail\" >\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"172\" height=\"96\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/02\/Ecosystem_Eclipse-240x135.jpg\" class=\"mb-2\" alt=\"Eclipse Ecosystem\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/02\/Ecosystem_Eclipse-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/02\/Ecosystem_Eclipse-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/02\/Ecosystem_Eclipse-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/02\/Ecosystem_Eclipse-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/02\/Ecosystem_Eclipse-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/02\/Ecosystem_Eclipse-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/02\/Ecosystem_Eclipse-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/02\/Ecosystem_Eclipse-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/02\/Ecosystem_Eclipse-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/02\/Ecosystem_Eclipse-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/02\/Ecosystem_Eclipse.jpg 1400w\" sizes=\"auto, (max-width: 172px) 100vw, 172px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">Project<\/span>\n\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/project-eclipse\/\" data-bi-cN=\"Project Eclipse\" data-external-link=\"false\" data-bi-aN=\"citation\" data-bi-type=\"annotated-link\" class=\"annotations__link font-weight-semibold text-decoration-none\"><span>Project Eclipse<\/span>&nbsp;<span class=\"glyph-in-link glyph-append glyph-append-chevron-right\" aria-hidden=\"true\"><\/span><\/a>\t\t\t\t\t\t\t<p class=\"annotations__caption text-neutral-400 mt-2\">With Project Eclipse, the Urban Innovation Initiative presents a full stack -from sensors to analytics- air quality sensing platform for cities.<\/p>\n\t\t\t\t\t<\/div>\n\t<\/article>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"annotations \" data-bi-aN=\"citation\">\n\t<article class=\"annotations__list card depth-16 bg-body p-4 \">\n\t\t<div class=\"annotations__list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.electionguard.vote\/\" target=\"_self\" aria-label=\"ElectionGuard\" data-bi-type=\"annotated-link\" data-bi-cN=\"ElectionGuard\" class=\"annotations__list-thumbnail\" >\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"172\" height=\"96\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/ElectionGuard_logo-graphic_1400x788-240x135.png\" class=\"mb-2\" alt=\"ElectionGuard logo graphic - checked ballot going into a slot\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/ElectionGuard_logo-graphic_1400x788-240x135.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/ElectionGuard_logo-graphic_1400x788-300x169.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/ElectionGuard_logo-graphic_1400x788-1024x576.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/ElectionGuard_logo-graphic_1400x788-768x432.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/ElectionGuard_logo-graphic_1400x788-1066x600.png 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/ElectionGuard_logo-graphic_1400x788-655x368.png 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/ElectionGuard_logo-graphic_1400x788-343x193.png 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/ElectionGuard_logo-graphic_1400x788-640x360.png 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/ElectionGuard_logo-graphic_1400x788-960x540.png 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/ElectionGuard_logo-graphic_1400x788-1280x720.png 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/11\/ElectionGuard_logo-graphic_1400x788.png 1400w\" sizes=\"auto, (max-width: 172px) 100vw, 172px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">Open-Source<\/span>\n\t\t\t<a href=\"https:\/\/www.electionguard.vote\/\" data-bi-cN=\"ElectionGuard\" data-external-link=\"false\" data-bi-aN=\"citation\" data-bi-type=\"annotated-link\" class=\"annotations__link font-weight-semibold text-decoration-none\"><span>ElectionGuard<\/span>&nbsp;<span class=\"glyph-in-link glyph-append glyph-append-chevron-right\" aria-hidden=\"true\"><\/span><\/a>\t\t\t\t\t\t\t<p class=\"annotations__caption text-neutral-400 mt-2\">ElectionGuard is an\u00a0open source\u00a0software development kit (SDK) that makes voting more secure, transparent and accessible.<\/p>\n\t\t\t\t\t<\/div>\n\t<\/article>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"annotations \" data-bi-aN=\"citation\">\n\t<article class=\"annotations__list card depth-16 bg-body p-4 \">\n\t\t<div class=\"annotations__list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/project-freta\/\" target=\"_self\" aria-label=\"Project Freta\" data-bi-type=\"annotated-link\" data-bi-cN=\"Project Freta\" class=\"annotations__list-thumbnail\" >\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"170\" height=\"96\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/07\/1400x788_Freta_NoLogo-2-300x169.png\" class=\"mb-2\" alt=\"Project Freta graphic\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/07\/1400x788_Freta_NoLogo-2-300x169.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/07\/1400x788_Freta_NoLogo-2-1024x576.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/07\/1400x788_Freta_NoLogo-2-768x432.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/07\/1400x788_Freta_NoLogo-2-1536x865.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/07\/1400x788_Freta_NoLogo-2-2048x1153.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/07\/1400x788_Freta_NoLogo-2-1066x600.png 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/07\/1400x788_Freta_NoLogo-2-655x368.png 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/07\/1400x788_Freta_NoLogo-2-343x193.png 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/07\/1400x788_Freta_NoLogo-2-640x360.png 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/07\/1400x788_Freta_NoLogo-2-960x540.png 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/07\/1400x788_Freta_NoLogo-2-1280x720.png 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2020\/07\/1400x788_Freta_NoLogo-2-1920x1080.png 1920w\" sizes=\"auto, (max-width: 170px) 100vw, 170px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">Project<\/span>\n\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/project-freta\/\" data-bi-cN=\"Project Freta\" data-external-link=\"false\" data-bi-aN=\"citation\" data-bi-type=\"annotated-link\" class=\"annotations__link font-weight-semibold text-decoration-none\"><span>Project Freta<\/span>&nbsp;<span class=\"glyph-in-link glyph-append glyph-append-chevron-right\" aria-hidden=\"true\"><\/span><\/a>\t\t\t\t\t\t\t<p class=\"annotations__caption text-neutral-400 mt-2\">Project Freta is a free, cloud-based offering from the New Security Ventures (NSV) team at Microsoft Research that provides automated full-system volatile memory inspection of Linux systems.<\/p>\n\t\t\t\t\t<\/div>\n\t<\/article>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"annotations \" data-bi-aN=\"citation\">\n\t<article class=\"annotations__list card depth-16 bg-body p-4 \">\n\t\t<div class=\"annotations__list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/holoportation-3\/\" target=\"_self\" aria-label=\"Holoportation\u2122\" data-bi-type=\"annotated-link\" data-bi-cN=\"Holoportation\u2122\" class=\"annotations__list-thumbnail\" >\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"170\" height=\"96\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000007-300x169.png\" class=\"mb-2\" alt=\"Holoportation - a man wearing a Hololens device standing in front of a 'hologram' girl\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000007-300x169.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000007.png 575w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000007-343x193.png 343w\" sizes=\"auto, (max-width: 170px) 100vw, 170px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">Project<\/span>\n\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/holoportation-3\/\" data-bi-cN=\"Holoportation\u2122\" data-external-link=\"false\" data-bi-aN=\"citation\" data-bi-type=\"annotated-link\" class=\"annotations__link font-weight-semibold text-decoration-none\"><span>Holoportation\u2122<\/span>&nbsp;<span class=\"glyph-in-link glyph-append glyph-append-chevron-right\" aria-hidden=\"true\"><\/span><\/a>\t\t\t\t\t\t\t<p class=\"annotations__caption text-neutral-400 mt-2\">We took the technology out of the studio and into a car \u2013 making Holoportation\u2122 truly mobile.\u00a0 To accomplish this, we reduced the bandwidth requirements by 97%, while still maintaining quality. [\u2026]<\/p>\n\t\t\t\t\t<\/div>\n\t<\/article>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"annotations \" data-bi-aN=\"citation\">\n\t<article class=\"annotations__list card depth-16 bg-body p-4 \">\n\t\t<div class=\"annotations__list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/graphrag\/\" target=\"_self\" aria-label=\"Project GraphRAG\" data-bi-type=\"annotated-link\" data-bi-cN=\"Project GraphRAG\" class=\"annotations__list-thumbnail\" >\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"172\" height=\"96\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/graphrag-banner-240x135.png\" class=\"mb-2\" alt=\"image of graph lines connecting to each other\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/graphrag-banner-240x135.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/graphrag-banner-300x169.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/graphrag-banner-1024x576.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/graphrag-banner-768x432.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/graphrag-banner-1536x864.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/graphrag-banner-1066x600.png 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/graphrag-banner-655x368.png 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/graphrag-banner-640x360.png 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/graphrag-banner-960x540.png 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/graphrag-banner-1280x720.png 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/graphrag-banner-1920x1080.png 1920w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/graphrag-banner.png 2048w\" sizes=\"auto, (max-width: 172px) 100vw, 172px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">PROJECT<\/span>\n\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/graphrag\/\" data-bi-cN=\"Project GraphRAG\" data-external-link=\"false\" data-bi-aN=\"citation\" data-bi-type=\"annotated-link\" class=\"annotations__link font-weight-semibold text-decoration-none\"><span>Project GraphRAG<\/span>&nbsp;<span class=\"glyph-in-link glyph-append glyph-append-chevron-right\" aria-hidden=\"true\"><\/span><\/a>\t\t\t\t\t\t\t<p class=\"annotations__caption text-neutral-400 mt-2\">GraphRAG (Graphs + Retrieval Augmented Generation) is a technique for richly understanding text datasets by combining text extraction, network analysis, and LLM prompting and summarization into a single end-to-end system.<\/p>\n\t\t\t\t\t<\/div>\n\t<\/article>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"annotations \" data-bi-aN=\"citation\">\n\t<article class=\"annotations__list card depth-16 bg-body p-4 \">\n\t\t<div class=\"annotations__list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/3d-telemedicine\/\" target=\"_self\" aria-label=\"3D Telemedicine\" data-bi-type=\"annotated-link\" data-bi-cN=\"3D Telemedicine\" class=\"annotations__list-thumbnail\" >\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"172\" height=\"96\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/04\/jamiesho_cv4arvr-240x135.png\" class=\"mb-2\" alt=\"a medical professional wearing a HoloLens\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/04\/jamiesho_cv4arvr-240x135.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/04\/jamiesho_cv4arvr-300x169.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/04\/jamiesho_cv4arvr-343x193.png 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/04\/jamiesho_cv4arvr.png 533w\" sizes=\"auto, (max-width: 172px) 100vw, 172px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">PROJECT<\/span>\n\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/3d-telemedicine\/\" data-bi-cN=\"3D Telemedicine\" data-external-link=\"false\" data-bi-aN=\"citation\" data-bi-type=\"annotated-link\" class=\"annotations__link font-weight-semibold text-decoration-none\"><span>3D Telemedicine<\/span>&nbsp;<span class=\"glyph-in-link glyph-append glyph-append-chevron-right\" aria-hidden=\"true\"><\/span><\/a>\t\t\t\t\t\t\t<p class=\"annotations__caption text-neutral-400 mt-2\">Bringing specialized healthcare to rural and underserved communities with live 3D communication.<\/p>\n\t\t\t\t\t<\/div>\n\t<\/article>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"annotations \" data-bi-aN=\"citation\">\n\t<article class=\"annotations__list card depth-16 bg-body p-4 \">\n\t\t<div class=\"annotations__list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/post-quantum-cryptography\/\" target=\"_self\" aria-label=\"Post-quantum Cryptography\" data-bi-type=\"annotated-link\" data-bi-cN=\"Post-quantum Cryptography\" class=\"annotations__list-thumbnail\" >\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"172\" height=\"96\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/post-quantum-crypto_group-photo_1400x788-240x135.jpg\" class=\"mb-2\" alt=\"Post-Quantum Cryptography group photo\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/post-quantum-crypto_group-photo_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/post-quantum-crypto_group-photo_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/post-quantum-crypto_group-photo_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/post-quantum-crypto_group-photo_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/post-quantum-crypto_group-photo_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/post-quantum-crypto_group-photo_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/post-quantum-crypto_group-photo_1400x788-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/post-quantum-crypto_group-photo_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/post-quantum-crypto_group-photo_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/post-quantum-crypto_group-photo_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/post-quantum-crypto_group-photo_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 172px) 100vw, 172px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">Project<\/span>\n\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/post-quantum-cryptography\/\" data-bi-cN=\"Post-quantum Cryptography\" data-external-link=\"false\" data-bi-aN=\"citation\" data-bi-type=\"annotated-link\" class=\"annotations__link font-weight-semibold text-decoration-none\"><span>Post-quantum Cryptography<\/span>&nbsp;<span class=\"glyph-in-link glyph-append glyph-append-chevron-right\" aria-hidden=\"true\"><\/span><\/a>\t\t\t\t\t\t\t<p class=\"annotations__caption text-neutral-400 mt-2\">Cryptography in the era of quantum computers The private communication of individuals and organizations is protected online by cryptography. [\u2026]<\/p>\n\t\t\t\t\t<\/div>\n\t<\/article>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-fe48e5de wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button aligncenter\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/group\/microsoft-research-special-projects\/projects\/\">More projects<\/a><\/div>\n\n\n\n<div class=\"wp-block-button aligncenter\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/group\/microsoft-research-special-projects\/publications\/\">More publications<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"padding-bottom:0;padding-top:0\" class=\"wp-block-msr-immersive-section alignfull row has-background has-lighter-gray-background-color has-text-color has-black-color\">\n\t\n\t<div class=\"container\">\n\t\t<div class=\"wp-block-msr-immersive-section__wrapper\">\n\t\t\t<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-center\" id=\"related-groups\">Related groups<\/h3>\n\n\n<div class=\"wp-block-msr-thumbnails-grid wp-block-msr-thumbnails-grid--columns-3\">\n\n\t<ul class=\"thumbnails-grid__list list-unstyled row row-cols-1 row-cols-sm-2 row-cols-lg-3\">\n\t\t\t\t\t\t\t\t<li class=\"thumbnails-grid__list-item col m-0\">\n\t\t\t\t<article class=\"thumbnails-grid__item bg-brand-dark\">\n\t\t\t\t\t<div class=\"thumbnails-grid__item-image\">\n\t\t\t\t\t\t<div class=\"embed-responsive embed-responsive-16by9 bg-black\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"383\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/10\/image-2-1024x383.png\" class=\"embed-responsive-item img-object-contain\" alt=\"abstract image header - Decentralized Social Technology Collaboratory\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/10\/image-2-1024x383.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/10\/image-2-300x112.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/10\/image-2-768x287.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/10\/image-2-1536x574.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/10\/image-2-2048x766.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/10\/image-2-1920x720.png 1920w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/10\/image-2-1600x600.png 1600w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/10\/image-2-240x90.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"thumbnails-grid__item-content\">\n\t\t\t\t\t\t<h3 class=\"thumbnails-grid__item-heading\">\n\t\t\t\t\t\t\t<a class=\"thumbnails-grid__item-link text-white\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/group\/plural-technology-collaboratory\/\">\n\t\t\t\t\t\t\t\t<span>Plural Technology Collaboratory<\/span>&nbsp;<span class=\"glyph-prepend glyph-prepend-small glyph-prepend-chevron-right\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"thumbnails-grid__list-item col m-0\">\n\t\t\t\t<article class=\"thumbnails-grid__item bg-brand-dark\">\n\t\t\t\t\t<div class=\"thumbnails-grid__item-image\">\n\t\t\t\t\t\t<div class=\"embed-responsive embed-responsive-16by9 bg-black\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"384\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/04\/Societal-Resilience_header_03-2021_1920x720-1024x384.jpg\" class=\"embed-responsive-item img-object-contain\" alt=\"societal resilience header: woman wearing a mask holding an 'open' sign in the doorway of her store\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/04\/Societal-Resilience_header_03-2021_1920x720-1024x384.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/04\/Societal-Resilience_header_03-2021_1920x720-300x113.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/04\/Societal-Resilience_header_03-2021_1920x720-768x288.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/04\/Societal-Resilience_header_03-2021_1920x720-1536x576.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/04\/Societal-Resilience_header_03-2021_1920x720-16x6.jpg 16w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/04\/Societal-Resilience_header_03-2021_1920x720.jpg 1920w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/04\/Societal-Resilience_header_03-2021_1920x720-1600x600.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"thumbnails-grid__item-content\">\n\t\t\t\t\t\t<h3 class=\"thumbnails-grid__item-heading\">\n\t\t\t\t\t\t\t<a class=\"thumbnails-grid__item-link text-white\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/group\/societal-resilience\/\">\n\t\t\t\t\t\t\t\t<span>Societal Resilience<\/span>&nbsp;<span class=\"glyph-prepend glyph-prepend-small glyph-prepend-chevron-right\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"thumbnails-grid__list-item col m-0\">\n\t\t\t\t<article class=\"thumbnails-grid__item bg-brand-dark\">\n\t\t\t\t\t<div class=\"thumbnails-grid__item-image\">\n\t\t\t\t\t\t<div class=\"embed-responsive embed-responsive-16by9 bg-black\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"384\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2018\/03\/blueredglobe_header3-1024x384.png\" class=\"embed-responsive-item img-object-contain\" alt=\"\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2018\/03\/blueredglobe_header3-1024x384.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2018\/03\/blueredglobe_header3-300x113.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2018\/03\/blueredglobe_header3-768x288.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2018\/03\/blueredglobe_header3-1600x600.png 1600w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2018\/03\/blueredglobe_header3.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"thumbnails-grid__item-content\">\n\t\t\t\t\t\t<h3 class=\"thumbnails-grid__item-heading\">\n\t\t\t\t\t\t\t<a class=\"thumbnails-grid__item-link text-white\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/group\/causal-inference\/\">\n\t\t\t\t\t\t\t\t<span>Causality and Machine Learning<\/span>&nbsp;<span class=\"glyph-prepend glyph-prepend-small glyph-prepend-chevron-right\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t<\/li>\n\t\t\t<\/ul>\n\n<\/div>\t\t<\/div>\n\t<\/div>\n\n\t<\/div>\n\n\n\n<div style=\"padding-bottom:0;padding-top:0\" class=\"wp-block-msr-immersive-section alignfull row has-background has-lighter-gray-background-color has-text-color has-black-color\">\n\t\n\t<div class=\"container\">\n\t\t<div class=\"wp-block-msr-immersive-section__wrapper col-lg-11 col-xl-9 px-0 m-auto\">\n\t\t\t<h4 class=\"wp-block-heading has-text-align-center\" id=\"recent-technology-transfers\">Recent technology transfers<\/h4>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">In addition to the active groups and teams that we collaborate with in Microsoft Research, we want to acknowledge the contributions of groups that have transitioned from research to making a direct impact on real world solutions in Microsoft product groups, including:<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"> <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/group\/azure-for-operators-afo-research\/\">Azure for Operators<\/a> \u2013 <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/project-arno-cloudification-of-telecom-network-infrastructure\/\">Project Arno<\/a><\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\t\t<\/div>\n\t<\/div>\n\n\t<\/div>\n\n\n","protected":false},"excerpt":{"rendered":"<p>Note: This research has reached its conclusion, and this page is for historical reference and archival purposes only. The Microsoft Research Special Projects group operates on the boundary between engineering and research to drive breakthrough innovation. We are a research group with world-class specialists solving highly uncertain, complex problems. We build technologies to benefit society, [&hellip;]<\/p>\n","protected":false},"featured_media":903078,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr_group_start":"","footnotes":""},"research-area":[13561,13556,13562,198583,13551,13552,13554,13560,13558,13559,13568],"msr-group-type":[243694],"msr-locale":[268875],"msr-impact-theme":[],"class_list":["post-901101","msr-group","type-msr-group","status-publish","has-post-thumbnail","hentry","msr-research-area-algorithms","msr-research-area-artificial-intelligence","msr-research-area-computer-vision","msr-research-area-ecology-environment","msr-research-area-graphics-and-multimedia","msr-research-area-hardware-devices","msr-research-area-human-computer-interaction","msr-research-area-programming-languages-software-engineering","msr-research-area-security-privacy-cryptography","msr-research-area-social-sciences","msr-research-area-technology-for-emerging-markets","msr-group-type-group","msr-locale-en_us"],"msr_group_start":"","msr_detailed_description":"","msr_further_details":"","msr_research_lab":[],"related-researchers":[{"type":"user_nicename","display_name":"Josh Benaloh","user_id":31203,"people_section":"Section name 0","alias":"benaloh"},{"type":"user_nicename","display_name":"Brian Caswell","user_id":39420,"people_section":"Section name 0","alias":"bcaswell"},{"type":"guest","display_name":"Denise Chen","user_id":811048,"people_section":"Section name 0","alias":""},{"type":"user_nicename","display_name":"Scott Counts","user_id":31471,"people_section":"Section name 0","alias":"counts"},{"type":"user_nicename","display_name":"Madeleine Daepp","user_id":39856,"people_section":"Section name 0","alias":"mdaepp"},{"type":"user_nicename","display_name":"Karen Easterbrook","user_id":32510,"people_section":"Section name 0","alias":"keaster"},{"type":"user_nicename","display_name":"Darren Edge","user_id":31509,"people_section":"Section name 0","alias":"daedge"},{"type":"user_nicename","display_name":"Nathan Evans","user_id":36539,"people_section":"Section name 0","alias":"naevans"},{"type":"user_nicename","display_name":"Spencer Fowers","user_id":33581,"people_section":"Section name 0","alias":"sfowers"},{"type":"user_nicename","display_name":"Whitney Hudson","user_id":42513,"people_section":"Section name 0","alias":"whhudson"},{"type":"user_nicename","display_name":"Emre Kiciman","user_id":31739,"people_section":"Section name 0","alias":"emrek"},{"type":"user_nicename","display_name":"Jonathan Larson","user_id":32385,"people_section":"Section name 0","alias":"jolarso"},{"type":"user_nicename","display_name":"Weishung Liu","user_id":39805,"people_section":"Section name 0","alias":"weisliu"},{"type":"user_nicename","display_name":"Patrick Longa","user_id":33271,"people_section":"Section name 0","alias":"plonga"},{"type":"user_nicename","display_name":"Christian Paquin","user_id":31473,"people_section":"Section name 0","alias":"cpaquin"},{"type":"user_nicename","display_name":"Sarah Smith","user_id":42579,"people_section":"Section name 0","alias":"smithsarah"},{"type":"user_nicename","display_name":"Mike Walker","user_id":39150,"people_section":"Section name 0","alias":"walkerm"},{"type":"user_nicename","display_name":"E. Glen Weyl","user_id":31885,"people_section":"Section name 0","alias":"glenweyl"},{"type":"user_nicename","display_name":"Chris White","user_id":31442,"people_section":"Section name 0","alias":"chwh"}],"related-publications":[893145,915981,915972,915966,915948,910329,910263,907950,907743,902640,900081,893151,915996,893103,893088,892854,892134,891879,891027,891021,891015,890328,890304,883077,969522,1173884,1154630,1140881,1136390,1136383,1130106,1094388,1065639,1029069,987885,984060,883053,958476,955335,952863,950508,936843,936165,933012,917955,916020,916014,385148,655761,646569,639672,639660,569880,556776,556752,556122,482271,467484,434073,655770,314402,314390,314381,314375,314369,314348,264261,238356,238341,238325,167460,740020,878916,877434,843103,833737,824731,822241,820240,814285,800500,773389,765685,161954,738628,737875,737680,736519,736513,736498,721579,710224,690495,658593],"related-downloads":[],"related-videos":[791492,1159738,1159734,1159730,1159727,1159724,1159720,1146661,935172,900663,891033,808165,801598,795338,792806,792476,188109,791429,791375,777613,770008,748951,748027,737887,736612,510800,190963,190935,190883,190854,190812,190789],"related-projects":[915084,912408,911022,867189,765649,635574,692055,583729,680595,480492,428250,596605,675789,236139,241727,212072,170918,923796,926853,925446,953901],"related-events":[],"related-opportunities":[],"related-posts":[957600,1145803,1144422,1136909,1134179,1112883,1111143,1103874,1051977,1039872,1039806,1017150,989127,972015,502553,955086,946011,939369,937221,917454,904164,848023,776320,741829,670932,545814,544257],"tab-content":[],"msr_impact_theme":[],"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group\/901101","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-group"}],"version-history":[{"count":83,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group\/901101\/revisions"}],"predecessor-version":[{"id":1188154,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group\/901101\/revisions\/1188154"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/903078"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=901101"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=901101"},{"taxonomy":"msr-group-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group-type?post=901101"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=901101"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=901101"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}