{"id":3,"date":"2016-06-07T19:33:30","date_gmt":"2016-06-08T00:33:30","guid":{"rendered":"https:\/\/my.dev.vanderbilt.edu\/aivaslab\/homepage\/"},"modified":"2022-02-28T12:11:07","modified_gmt":"2022-02-28T17:11:07","slug":"home","status":"publish","type":"page","link":"https:\/\/my.dev.vanderbilt.edu\/aivaslab\/","title":{"rendered":"Home"},"content":{"rendered":"<p>The AIVAS Lab does research at the intersection of artificial intelligence and cognitive science, in the area of computational cognitive systems.  Most of our research involves studying how visual mental imagery contributes to learning and intelligent behavior in humans and in AI systems, with applications in cognitive assessment and special education, especially in relation to autism and other neurodiverse conditions.  Many of our research directions were heavily inspired by the experiences and writings of <a href=\"https:\/\/www.grandin.com\/inc\/visual.thinking.html\">Dr. Temple Grandin<\/a> and others on the autism spectrum.<\/p>\n<div style=\"text-align: center\">February 2020 &#8211; AIVAS Lab members with Anderson Cooper!<\/div>\n<p><a href=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2022\/02\/blockdesign_grouppicture.jpg\"><img decoding=\"async\" src=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2022\/02\/blockdesign_grouppicture.jpg\" class=\"aligncenter\" \/><\/a><\/p>\n<p><b>Our work featured on 60 Minutes<\/b><\/p>\n<p><span style=\"color:darkgray\">Video \u25b6 <\/span><a href=\"https:\/\/www.youtube.com\/watch?v=YnAUy4BM0w8\">&#8220;Recruiting for talent on the autism spectrum&#8221;<\/a> on CBS 60 Minutes with Anderson Cooper (Vanderbilt portion begins at 7:40).<\/p>\n<\/p>\n<p><span style=\"color:darkgray\">Video \u25b6 <\/span>A <a href=\"https:\/\/twitter.com\/60Minutes\/status\/1312909769632555014\">90-second snippet<\/a> from our portion of this 60 Minutes piece.<\/p>\n<p><a href=\"https:\/\/www.vanderbilt.edu\/autismandinnovation\/our-research-on-the-block-design-test-as-featured-on-cbs-60-minutes-with-anderson-cooper\/\">Research behind the demo featured on 60 Minutes<\/a>, including a more in-depth look at the data from our volunteers Dan Burger and Anderson Cooper.<\/p>\n<table>\n<tr>\n<td style=\"padding:10px\">\n<a href=\"https:\/\/my.dev.vanderbilt.edu\/mkunda\/wp-content\/uploads\/sites\/2024\/2016\/01\/60min_anderson.jpg\"><img decoding=\"async\" src=\"https:\/\/my.dev.vanderbilt.edu\/mkunda\/wp-content\/uploads\/sites\/2024\/2016\/01\/60min_anderson.jpg\" width=\"250\" class=\"aligncenter\" \/><\/a>\n<\/td>\n<td style=\"padding:10px\">\n<a href=\"https:\/\/my.dev.vanderbilt.edu\/mkunda\/wp-content\/uploads\/sites\/2024\/2016\/01\/60min_dan.jpg\"><img decoding=\"async\" src=\"https:\/\/my.dev.vanderbilt.edu\/mkunda\/wp-content\/uploads\/sites\/2024\/2016\/01\/60min_dan.jpg\" width=\"250\" class=\"aligncenter\" \/><\/a>\n<\/td>\n<td style=\"padding:10px\">\n<a href=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2022\/02\/anderson_eye_tracker.jpg\"><img decoding=\"async\" src=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2022\/02\/anderson_eye_tracker.jpg\" width=\"250\" class=\"aligncenter\" \/><\/a>\n<\/td>\n<\/tr>\n<\/table>\n<p><b>Our Goals<\/b><br \/>\nMost of the research that we do follows two main pathways.  First, we build and study AI systems as a way to understand how people think, looking especially at differences across neurotypical and neurodiverse populations.  Second, we use findings from cognitive science to advance the state of the art in AI, especially to develop new AI techniques for solving complex problems using visual imagery.<\/p>\n<p><b>What are Visual Analogical Systems?<\/b><br \/>\nThe term <em>analogical<\/em> means that something has an organized relationship with something else&#8211;like an analogy.  In AI and cognitive science, analogical representations refer to a way of portraying information that retains a correspondence with the real world.  For example, an image of a cat is analogical because the 2D spatial information contained in the image corresponds to what the cat looks like in real life.  On the other hand, the word &#8220;cat&#8221; is not an analogical representation, because it has no such correspondence.  Most of the AI systems that we build use visual analogical representations as the core knowledge representations that support learning, problem solving, and other intelligent behaviors.<\/p>\n<div style=\"text-align: center\">Summer 2019<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/8-cropped-more.jpg\" alt=\"8-cropped-more\" width=\"3726\" height=\"1209\" class=\"alignnone size-full wp-image-646\" srcset=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/8-cropped-more.jpg 3726w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/8-cropped-more-300x97.jpg 300w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/8-cropped-more-768x249.jpg 768w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/8-cropped-more-650x211.jpg 650w\" sizes=\"auto, (max-width: 3726px) 100vw, 3726px\" \/><br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/16-cropped-more.jpg\" alt=\"16-cropped-more\" width=\"3689\" height=\"1201\" class=\"alignnone size-full wp-image-647\" srcset=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/16-cropped-more.jpg 3689w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/16-cropped-more-300x98.jpg 300w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/16-cropped-more-768x250.jpg 768w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/16-cropped-more-650x212.jpg 650w\" sizes=\"auto, (max-width: 3689px) 100vw, 3689px\" \/><\/p>\n<div style=\"text-align: center\">Summer\/Fall 2019 &#8211; Orangutans!<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/my.dev.vanderbilt.edu\/mkunda\/wp-content\/uploads\/sites\/2024\/2022\/02\/dumadi_playing_musical_instruments_app.jpg\" alt=\"orangutan_app\" class=\"aligncenter\" \/><\/p>\n<p><b>See orangutans using our cognitive enrichment app at Zoo Atlanta!<\/b><\/p>\n<p><span style=\"color:darkgray\">Video \u25b6 <\/span>   <a href=\"https:\/\/www.facebook.com\/ZooATL\/videos\/401714210736740\/UzpfSTEwMDAwMTU0NjMyNTQwNjoyNjM1Nzk3Mjc5ODE1MTI0\/\">Dumadi<\/a> uses the musical instruments &#8220;game&#8221;&#8212;apparently his favorite part of the app. <\/p>\n<p><span style=\"color:darkgray\">Video \u25b6 <\/span>   <a href=\"https:\/\/www.facebook.com\/ZooATL\/videos\/10155754899423553\">Madu<\/a> is surprised (and touched, according to the zookeepers who knew her) to see a video of her late orangutan friend Alan in the &#8220;Zoo-Videos-Youtube&#8221; part of the app.<\/p>\n<p><span style=\"color:darkgray\">Video \u25b6 <\/span><a href=\"https:\/\/www.youtube.com\/watch?v=UtLl_UbmnRU\">App Inspiration leads Vanderbilt student to code for orangutans<\/a><\/p>\n<p><a href=\"https:\/\/news.vanderbilt.edu\/2019\/02\/22\/student-creates-app-for-orangutans\/\">Find Your Impact: Student creates app for orangutans.<\/a>  Vanderbilt Research News.  Feb. 22, 2019.<\/p>\n<p>Scheer, B., Renteria, F. C., and Kunda, M. (2019).  Technology-based cognitive enrichment for animals in zoos: A case study and lessons learned.  In Proceedings of the 41st Annual Meeting of the Cognitive Science Society, p. 2741-2747.  <a href=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2022\/02\/Scheer_et_al_2019-Technology-based_cognitive_enrichment_for_animals_in_zoos_-_A_case_study_and_lessons_learned.pdf\">[pdf]<\/a><\/p>\n<div style=\"text-align: center\">Spring 2019<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/spring2019.png\" alt=\"spring2019\" width=\"1056\" height=\"569\" class=\"alignnone size-full wp-image-637\" srcset=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/spring2019.png 1056w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/spring2019-300x162.png 300w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/spring2019-768x414.png 768w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/spring2019-650x350.png 650w\" sizes=\"auto, (max-width: 1056px) 100vw, 1056px\" \/><\/p>\n<div style=\"text-align: center\">Fall 2018: Temple Grandin visits our Imagery-based AI class!<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2022\/02\/temple_grandin_imagery_based_AI.jpg\" class=\"aligncenter\" \/><\/p>\n<p><span style=\"color:darkgray\">Video \u25b6 <\/span><a href=\"https:\/\/www.youtube.com\/watch?v=LLrU1NUv7TA\">Short video<\/a> highlighting this classroom visit<\/p>\n<p><span style=\"color:darkgray\">Video \u25b6 <\/span>Dr. Grandin&#8217;s <a href=\"https:\/\/www.youtube.com\/watch?v=XYo1J3sztHs\">Chancellor&#8217;s Lecture<\/a><\/p>\n<p><a href=\"https:\/\/news.vanderbilt.edu\/2018\/11\/30\/grandin-rejects-low-expectations-insists-workforce-critically-needs-people-with-autism-in-vanderbilt-lecture\/\">Grandin rejects low expectations, insists workforce critically needs people with autism in VU lecture<\/a>, Vanderbilt News, Nov. 30, 2018.<\/p>\n<div style=\"text-align: center\">Summer 2018b (Successful escape!)<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/2018-room-escape-cropped.png\" alt=\"2018 room escape cropped\" width=\"800\" height=\"302\" class=\"alignnone size-full wp-image-562\" srcset=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/2018-room-escape-cropped.png 800w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/2018-room-escape-cropped-300x113.png 300w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/2018-room-escape-cropped-768x290.png 768w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/2018-room-escape-cropped-650x245.png 650w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/p>\n<div style=\"text-align: center\">Summer 2018a<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/arcade.jpg\" alt=\"arcade\" width=\"1000\" height=\"750\" class=\"alignnone size-full wp-image-566\" srcset=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/arcade.jpg 1000w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/arcade-300x225.jpg 300w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/arcade-768x576.jpg 768w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/arcade-650x488.jpg 650w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/p>\n<div style=\"text-align: center\">Spring 2018<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/mckay.png\" alt=\"mckay\" width=\"800\" height=\"381\" class=\"alignnone size-full wp-image-564\" srcset=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/mckay.png 800w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/mckay-300x143.png 300w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/mckay-768x366.png 768w, https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/mckay-650x310.png 650w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/p>\n<div style=\"text-align: center\">Summer 2017<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/summer2017_potluck_small.jpg\" alt=\"summer2017_potluck_small\" width=\"731\" height=\"273\" class=\"aligncenter size-full wp-image-394\" \/><\/p>\n<div style=\"text-align: center\">Spring 2017 (&#8220;We ^almost escaped&#8221;&#8230;)<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/spring2017_escape_smaller.jpg\" alt=\"spring2017_escape_smaller\" width=\"478\" height=\"319\" class=\"aligncenter size-full wp-image-381\" \/><\/p>\n<div style=\"text-align: center\">Summer 2016 (An <a href=\"http:\/\/my.dev.vanderbilt.edu\/aivaslab\/2016\/08\/gradient-descent-in-the-real-world-a-k-a-lab-mini-golf\">exercise<\/a> in gradient descent)<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cdn-dev.vanderbilt.edu\/t2-my-dev\/wp-content\/uploads\/sites\/2127\/2016\/06\/lab-mini-golf-cropped.jpg\" alt=\"lab mini golf cropped\" width=\"412\" height=\"300\" class=\"aligncenter size-full wp-image-115\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The AIVAS Lab does research at the intersection of artificial intelligence and cognitive science, in the area of computational cognitive systems. Most of our research involves studying how visual mental imagery contributes to learning and intelligent behavior in humans and &hellip; <a href=\"https:\/\/my.dev.vanderbilt.edu\/aivaslab\/\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":5139,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"sidebar-page.php","meta":{"footnotes":""},"class_list":["post-3","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/my.dev.vanderbilt.edu\/aivaslab\/wp-json\/wp\/v2\/pages\/3","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/my.dev.vanderbilt.edu\/aivaslab\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/my.dev.vanderbilt.edu\/aivaslab\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/my.dev.vanderbilt.edu\/aivaslab\/wp-json\/wp\/v2\/users\/5139"}],"replies":[{"embeddable":true,"href":"https:\/\/my.dev.vanderbilt.edu\/aivaslab\/wp-json\/wp\/v2\/comments?post=3"}],"version-history":[{"count":93,"href":"https:\/\/my.dev.vanderbilt.edu\/aivaslab\/wp-json\/wp\/v2\/pages\/3\/revisions"}],"predecessor-version":[{"id":943,"href":"https:\/\/my.dev.vanderbilt.edu\/aivaslab\/wp-json\/wp\/v2\/pages\/3\/revisions\/943"}],"wp:attachment":[{"href":"https:\/\/my.dev.vanderbilt.edu\/aivaslab\/wp-json\/wp\/v2\/media?parent=3"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}