{"id":771,"date":"2023-03-20T11:20:42","date_gmt":"2023-03-20T11:20:42","guid":{"rendered":"https:\/\/educationaldatamining.org\/edm2023\/?page_id=771"},"modified":"2024-07-12T05:53:52","modified_gmt":"2024-07-12T05:53:52","slug":"tutorials","status":"publish","type":"page","link":"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/index.php\/tutorials\/","title":{"rendered":"Tutorials"},"content":{"rendered":"\n<p class=\"has-text-align-left has-text-color has-link-color wp-elements-457ba2299cef2741ab6eaa0307319676\" style=\"color:#10a298;font-size:25px;font-style:normal;font-weight:900\">\ud83d\udd64 <strong><mark style=\"background-color:rgba(0, 0, 0, 0);color:#10a298\" class=\"has-inline-color\">Wednesday, 17th July 2024<\/mark><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Tutorial 1: Deep Learning and Mechanism Design<\/strong><\/h2>\n\n\n\n<p class=\"has-text-color has-link-color has-medium-font-size wp-elements-0448de19afb6f25156fae42d1c0db530\" style=\"color:#10a298\"><strong>Timings: Session 1<\/strong> (09:30 to 11:00); <strong>Session 2<\/strong> (11:30 to 13:00)<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>Speakers: <\/strong><\/p>\n\n\n<style>.kadence-column_9c387a-33 > .kt-inside-inner-col,.kadence-column_9c387a-33 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_9c387a-33 > .kt-inside-inner-col{justify-content:flex-end;flex-direction:column;display:flex;}.kadence-column_9c387a-33 > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column_9c387a-33{align-self:flex-end;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column_9c387a-33{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column_9c387a-33 > .kt-inside-inner-col{display:flex;flex-direction:column;justify-content:flex-end;}.kadence-column_9c387a-33 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_9c387a-33{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_9c387a-33\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id_5d7072-66 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id_5d7072-66 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id_5d7072-66 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:var(--wp--style--global--content-size);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:repeat(4, minmax(0, 1fr));}.kb-row-layout-id_5d7072-66 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id_5d7072-66 > .kt-row-column-wrap{grid-template-columns:repeat(4, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id_5d7072-66 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id_5d7072-66 aligncenter profilepics wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-4-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kb-theme-content-width\">\n<style>.kadence-column_edc6b7-41 > .kt-inside-inner-col,.kadence-column_edc6b7-41 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_edc6b7-41 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_edc6b7-41{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_edc6b7-41\"><div class=\"kt-inside-inner-col\"><style>.kadence-column_5d1897-4c > .kt-inside-inner-col,.kadence-column_5d1897-4c > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_5d1897-4c > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_5d1897-4c{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_5d1897-4c\"><div class=\"kt-inside-inner-col\"><style>.kadence-column_9a513e-de > .kt-inside-inner-col,.kadence-column_9a513e-de > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_9a513e-de > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_9a513e-de{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_9a513e-de\"><div class=\"kt-inside-inner-col\"><style>.kadence-column_5567b3-78 > .kt-inside-inner-col,.kadence-column_5567b3-78 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_5567b3-78 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_5567b3-78{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_5567b3-78\"><div class=\"kt-inside-inner-col\"><style>.kadence-column_14b54e-ca > .kt-inside-inner-col,.kadence-column_14b54e-ca > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_14b54e-ca > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_14b54e-ca{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_14b54e-ca\"><div class=\"kt-inside-inner-col\"><style>.kadence-column_a436c6-02 > .kt-inside-inner-col,.kadence-column_a436c6-02 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_a436c6-02 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_a436c6-02{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_a436c6-02 inner-column-3\"><div class=\"kt-inside-inner-col\"><div class=\"wp-block-image is-style-rounded\">\n<figure class=\"aligncenter size-thumbnail\"><a href=\"https:\/\/sites.google.com\/view\/manishapadala\/home\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/05\/ManishaPadala-e1714992791936-150x150.jpg\" alt=\"\" class=\"wp-image-2574\" style=\"aspect-ratio:1;object-fit:cover\" srcset=\"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/05\/ManishaPadala-e1714992791936-150x150.jpg 150w, https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/05\/ManishaPadala-e1714992791936-220x220.jpg 220w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/a><\/figure><\/div>\n\n\n<p class=\"has-text-align-center\"><strong><strong><strong><strong><strong><strong>Manisha Padala<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/p>\n<\/div><\/div>\n\n\n\n<p class=\"has-text-align-center\">Mechanism Design and Deep Learning<\/p>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column_54533f-ae > .kt-inside-inner-col,.kadence-column_54533f-ae > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_54533f-ae > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_54533f-ae{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_54533f-ae\"><div class=\"kt-inside-inner-col\"><style>.kadence-column_4c96ea-00 > .kt-inside-inner-col,.kadence-column_4c96ea-00 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_4c96ea-00 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_4c96ea-00{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_4c96ea-00 inner-column-3\"><div class=\"kt-inside-inner-col\"><div class=\"wp-block-image is-style-rounded\">\n<figure class=\"aligncenter size-thumbnail is-resized\"><a href=\"https:\/\/sites.google.com\/view\/dtnathan\/home\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/05\/ThirumulanathanD-150x150.jpg\" alt=\"\" class=\"wp-image-2575\" style=\"object-fit:cover;width:142px;height:auto\" srcset=\"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/05\/ThirumulanathanD-150x150.jpg 150w, https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/05\/ThirumulanathanD-220x220.jpg 220w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/a><\/figure><\/div>\n\n\n<p class=\"has-text-align-center\"><strong>Thirumalanathan D<\/strong><\/p>\n<\/div><\/div>\n\n\n\n<p class=\"has-text-align-center\">Designing Optimal Auctions through Neural Networks<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column_1516de-7f > .kt-inside-inner-col,.kadence-column_1516de-7f > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_1516de-7f > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_1516de-7f{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_1516de-7f\"><div class=\"kt-inside-inner-col\"><style>.kadence-column_02cac4-b9 > .kt-inside-inner-col,.kadence-column_02cac4-b9 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_02cac4-b9 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_02cac4-b9{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_02cac4-b9\"><div class=\"kt-inside-inner-col\"><style>.kadence-column_f9bdd6-ae > .kt-inside-inner-col,.kadence-column_f9bdd6-ae > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_f9bdd6-ae > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_f9bdd6-ae{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_f9bdd6-ae\"><div class=\"kt-inside-inner-col\"><style>.kadence-column_cfcadb-a5 > .kt-inside-inner-col,.kadence-column_cfcadb-a5 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_cfcadb-a5 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_cfcadb-a5{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_cfcadb-a5 inner-column-3\"><div class=\"kt-inside-inner-col\"><div class=\"wp-block-image is-style-rounded\">\n<figure class=\"aligncenter size-thumbnail\"><a href=\"https:\/\/sites.google.com\/view\/mayank-ratan-bhardwaj\/\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/04\/MayankRatanBhardwaj-150x150.jpg\" alt=\"\" class=\"wp-image-2486\" style=\"aspect-ratio:1;object-fit:cover\" srcset=\"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/04\/MayankRatanBhardwaj-150x150.jpg 150w, https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/04\/MayankRatanBhardwaj-220x220.jpg 220w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/a><\/figure><\/div>\n\n\n<p class=\"has-text-align-center\"><strong><strong><strong><strong>Mayank Ratan Bhardwaj<\/strong><\/strong><\/strong><\/strong><\/p>\n<\/div><\/div>\n\n\n\n<p class=\"has-text-align-center\">Fair Mechanism Design for Agriculture through Neural Networks<\/p>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column_f10500-ad > .kt-inside-inner-col,.kadence-column_f10500-ad > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_f10500-ad > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_f10500-ad{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_f10500-ad\"><div class=\"kt-inside-inner-col\"><style>.kadence-column_0c8312-50 > .kt-inside-inner-col,.kadence-column_0c8312-50 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_0c8312-50 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_0c8312-50{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_0c8312-50 inner-column-3\"><div class=\"kt-inside-inner-col\"><div class=\"wp-block-image is-style-rounded\">\n<figure class=\"aligncenter size-thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/05\/ShantanuBiswas-150x150.jpg\" alt=\"\" class=\"wp-image-2576\" style=\"aspect-ratio:1;object-fit:cover\" srcset=\"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/05\/ShantanuBiswas-150x150.jpg 150w, https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/05\/ShantanuBiswas-300x300.jpg 300w, https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/05\/ShantanuBiswas-220x220.jpg 220w, https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/05\/ShantanuBiswas.jpg 368w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/figure><\/div>\n\n\n<p class=\"has-text-align-center\"><strong>Shantanu Biswas<\/strong><\/p>\n<\/div><\/div>\n\n\n\n<p class=\"has-text-align-center\">Building Fairness into AI: The Role of Mechanism Design<\/p>\n<\/div><\/div>\n\n<\/div><\/div>\n\n\n<p class=\"has-medium-font-size\"><strong>Abstract: <\/strong><br>Mechanism Design, a game theoretic tool to elicit private information from strategic entities and aggregate it to achieve social good, has found many interesting applications in varied engineering fields. In computer science, applications such as ad auctions, crowdsourcing, crowdfunding, and Q&amp;A forums are among the ones that are used. <br><br>In this tutorial, we will explain what mechanism design is. Designing an appropriate mechanism analytically is challenging with the increased complexity of modern AI applications. With deep neural networks\u2019 success in learning many complex tasks in AI, researchers explored the possibility of a neural network learning mechanism for us. In this tutorial, we first learn mechanism design theory with illustrated examples, the basics of deep learning, and how it can be used in learning auctions. Next, we will learn about recent advancements in this domain for specific applications such as agriculture.<\/p>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Tutorial 2: Cooperative Game Theory and Applications in AI<\/strong><\/h2>\n\n\n<style>.kadence-column_d73eb5-fe > .kt-inside-inner-col,.kadence-column_d73eb5-fe > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_d73eb5-fe > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_d73eb5-fe{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_d73eb5-fe\"><div class=\"kt-inside-inner-col\">\n<p class=\"has-text-color has-link-color has-medium-font-size wp-elements-8c784185d8ca35f04100954437190464\" style=\"color:#10a298\"><strong>Timings: Session 1<\/strong> (14:30 to 15:30); <strong>Session 2<\/strong> (16:00 to 17:30)<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>Speakers: <\/strong><\/p>\n\n\n<style>.kb-row-layout-id_ac3dc9-55 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id_ac3dc9-55 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id_ac3dc9-55 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:repeat(4, minmax(0, 1fr));}.kb-row-layout-id_ac3dc9-55 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id_ac3dc9-55 > .kt-row-column-wrap{grid-template-columns:repeat(4, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id_ac3dc9-55 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id_ac3dc9-55 alignnone profilepics wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-4-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column_39aafd-1a > .kt-inside-inner-col,.kadence-column_39aafd-1a > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_39aafd-1a > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_39aafd-1a{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_39aafd-1a\"><div class=\"kt-inside-inner-col\"><style>.kadence-column_a56305-74 > .kt-inside-inner-col,.kadence-column_a56305-74 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_a56305-74 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_a56305-74{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_a56305-74 inner-column-3\"><div class=\"kt-inside-inner-col\"><div class=\"wp-block-image is-style-rounded\">\n<figure class=\"aligncenter size-thumbnail\"><a href=\"https:\/\/gsreedurga.wixsite.com\/mysite\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/05\/SreedurgaGogulapati-150x150.jpg\" alt=\"\" class=\"wp-image-2579\" style=\"aspect-ratio:1;object-fit:cover\" srcset=\"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/05\/SreedurgaGogulapati-150x150.jpg 150w, https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/05\/SreedurgaGogulapati-220x220.jpg 220w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/a><\/figure><\/div>\n\n\n<p class=\"has-text-align-center\"><strong><strong>Gogulapati<\/strong><\/strong> <strong><strong>Sreedurga<\/strong><\/strong><\/p>\n<\/div><\/div>\n\n\n\n<p class=\"has-text-align-center\">Introduction to Cooperative Game Theory<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column_40132f-bb > .kt-inside-inner-col,.kadence-column_40132f-bb > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_40132f-bb > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_40132f-bb{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_40132f-bb\"><div class=\"kt-inside-inner-col\"><style>.kadence-column_8734f8-5c > .kt-inside-inner-col,.kadence-column_8734f8-5c > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_8734f8-5c > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_8734f8-5c{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_8734f8-5c\"><div class=\"kt-inside-inner-col\"><style>.kadence-column_cfdbfe-49 > .kt-inside-inner-col,.kadence-column_cfdbfe-49 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_cfdbfe-49 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_cfdbfe-49{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_cfdbfe-49 inner-column-3\"><div class=\"kt-inside-inner-col\"><div class=\"wp-block-image is-style-rounded\">\n<figure class=\"aligncenter size-thumbnail\"><a href=\"https:\/\/sites.google.com\/site\/swapnildhamal\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/04\/SwapnilDhamal-150x150.jpg\" alt=\"\" class=\"wp-image-2502\" srcset=\"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/04\/SwapnilDhamal-150x150.jpg 150w, https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/04\/SwapnilDhamal-300x300.jpg 300w, https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/04\/SwapnilDhamal-220x220.jpg 220w, https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/04\/SwapnilDhamal.jpg 500w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/a><\/figure><\/div>\n\n\n<p class=\"has-text-align-center\"><strong><strong><strong>Swapnil <\/strong><strong>Dhamal<\/strong><\/strong><\/strong><\/p>\n<\/div><\/div>\n\n\n\n<p class=\"has-text-align-center\">Cooperative Game Theory and Influence Maximization<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column_1f7512-32 > .kt-inside-inner-col,.kadence-column_1f7512-32 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_1f7512-32 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_1f7512-32{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_1f7512-32\"><div class=\"kt-inside-inner-col\"><style>.kadence-column_b08b5d-dd > .kt-inside-inner-col,.kadence-column_b08b5d-dd > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_b08b5d-dd > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_b08b5d-dd{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_b08b5d-dd inner-column-3\"><div class=\"kt-inside-inner-col\"><div class=\"wp-block-image is-style-rounded\">\n<figure class=\"aligncenter size-thumbnail\"><a href=\"https:\/\/research.adobe.com\/person\/ramasuri-narayanam\/\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/04\/Dr.RamasuriNarayanam-150x150.jpg\" alt=\"\" class=\"wp-image-2474\" style=\"aspect-ratio:1;object-fit:cover\" srcset=\"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/04\/Dr.RamasuriNarayanam-150x150.jpg 150w, https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/04\/Dr.RamasuriNarayanam-220x220.jpg 220w, https:\/\/gtl.csa.iisc.ac.in\/gamearts\/wp-content\/uploads\/2024\/04\/Dr.RamasuriNarayanam.jpg 300w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/a><\/figure><\/div>\n\n\n<p class=\"has-text-align-center\"><strong><strong>Ramasuri Narayanam<\/strong><\/strong><\/p>\n<\/div><\/div>\n\n\n\n<p class=\"has-text-align-center\">Cooperative Game Theory and Explainable AI<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column_70791e-f4 > .kt-inside-inner-col,.kadence-column_70791e-f4 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_70791e-f4 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_70791e-f4{position:relative;}<\/style>\n<div class=\"wp-block-kadence-column kadence-column_70791e-f4\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<p class=\"has-medium-font-size\"><strong>Abstract:<\/strong><br>Cooperative game theory explores the formation of coalitions and the dynamics of cooperation among multiple agents. It employs mathematical methods to analyze scenarios where two or more agents collaborate to achieve specific goals. Recently, this paradigm has found application in diverse fields, such as Influence Maximization, Explainable AI (XAI), and Federated Learning (FL). <br><br>This tutorial aims to offer a comprehensive understanding of cooperative game theory, highlighting significant results in the field. Additionally, we will explore the role of cooperative game theory tools such as Shapley Value in cutting-edge AI applications and their competitive edge compared to alternative approaches.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud83d\udd64 Wednesday, 17th July 2024 Tutorial 1: Deep Learning and Mechanism Design Timings: Session 1 (09:30 to 11:00); Session 2 (11:30 to 13:00) Speakers: Manisha Padala Mechanism Design and Deep Learning Thirumalanathan D Designing Optimal Auctions through Neural Networks Mayank Ratan Bhardwaj Fair Mechanism Design for Agriculture through Neural Networks Shantanu Biswas Building Fairness into [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":14,"comment_status":"closed","ping_status":"closed","template":"template-fullwidth.php","meta":{"_acf_changed":false,"footnotes":""},"categories":[],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/index.php\/wp-json\/wp\/v2\/pages\/771"}],"collection":[{"href":"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/index.php\/wp-json\/wp\/v2\/comments?post=771"}],"version-history":[{"count":86,"href":"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/index.php\/wp-json\/wp\/v2\/pages\/771\/revisions"}],"predecessor-version":[{"id":3734,"href":"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/index.php\/wp-json\/wp\/v2\/pages\/771\/revisions\/3734"}],"wp:attachment":[{"href":"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/index.php\/wp-json\/wp\/v2\/media?parent=771"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/index.php\/wp-json\/wp\/v2\/categories?post=771"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gtl.csa.iisc.ac.in\/gamearts\/index.php\/wp-json\/wp\/v2\/tags?post=771"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}