{"621330":{"#nid":"621330","#data":{"type":"news","title":"Advancing Learning Representations at ICLR: ML@GT Presents 12 Papers at Premier AI Conference","body":[{"value":"\u003Cp\u003EResearchers in the \u003Ca href=\u0022http:\/\/ml.gatech.edu\/\u0022\u003EMachine Learning Center at Georgia Tech (ML@GT)\u003C\/a\u003E will present 12 papers at the seventh annual \u003Ca href=\u0022https:\/\/iclr.cc\/\u0022\u003EInternational Conference on Learning Representations (ICLR)\u003C\/a\u003E, taking in New Orleans, La. May 6-9. Assistant professor \u003Cstrong\u003EDhruv Batra\u003C\/strong\u003E is an area chair and associate professor \u003Cstrong\u003ELe Song \u003C\/strong\u003Ewill give an invited talk at the \u003Ca href=\u0022https:\/\/iclr.cc\/Conferences\/2019\/Schedule?showEvent=631\u0022\u003ERepresentation Learning on Graphs and Manifolds\u003C\/a\u003E workshop.\u003C\/p\u003E\r\n\r\n\u003Cp\u003EICLR is one of the fastest growing artificial intelligence conferences in the world and is globally respected as a premier conference for artificial intelligence researchers who focus on representation learning which is generally referred to as deep learning.\u003C\/p\u003E\r\n\r\n\u003Cp\u003EML@GT research includes a paper on a \u003Ca href=\u0022http:\/\/ml.gatech.edu\/hg\/item\/620601\u0022\u003Eself-monitoring navigation agent\u003C\/a\u003E in collaboration with Salesforce and the University of Maryland, and work on \u003Ca href=\u0022https:\/\/openreview.net\/forum?id=H1g6osRcFQ\u0022\u003Etransferring policy with strategy optimization.\u003C\/a\u003E\u003C\/p\u003E\r\n\r\n\u003Cp\u003EOnly 500 or about a third of submissions were accepted as poster presentations and 24 as oral presentations. All of Georgia Tech\u0026rsquo;s work is in the poster session.\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u0026ldquo;ICLR has continued to grow and is now one of the premier conferences in artificial intelligence and machine learning. For ML@GT to have 12 papers in our third year as a\u0026nbsp;center is a sign of our prominence in these communities and the quality of work that the center publishes,\u0026rdquo; said \u003Cstrong\u003EByron Boots\u003C\/strong\u003E, an assistant professor in the \u003Ca href=\u0022https:\/\/ic.gatech.edu\/\u0022\u003ESchool of Interactive Computing\u003C\/a\u003E and ML@GT.\u003C\/p\u003E\r\n\r\n\u003Cp\u003EConference presentations will touch on topics such as hierarchical modeling and sparse coding, and speakers include \u003Cstrong\u003EIan Goodfellow\u003C\/strong\u003E, \u003Ca href=\u0022https:\/\/venturebeat.com\/2019\/04\/05\/apple-hires-google-ai-expert-ian-goodfellow-to-direct-machine-learning\/\u0022\u003EApple\u0026rsquo;s new director of machine learning\u003C\/a\u003E, and \u003Cstrong\u003ECynthia Dwork\u003C\/strong\u003E, a distinguished scientist at Microsoft Research.\u003C\/p\u003E\r\n\r\n\u003Cp\u003EICLR has helped lead the charge in increasing inclusivity and diversity at conferences by building on the efforts of groups like Black in AI, Queer in AI, Women in Machine Learning, and LatinX in AI.\u003C\/p\u003E\r\n\r\n\u003Cp\u003EGeorgia Tech\u0026rsquo;s research:\u003C\/p\u003E\r\n\r\n\u003Cul\u003E\r\n\t\u003Cli\u003E\u003Ca href=\u0022https:\/\/arxiv.org\/pdf\/1901.00544.pdf\u0022\u003EMulti-class Classification Without Multi-Class Labels\u003C\/a\u003E\u003C\/li\u003E\r\n\t\u003Cli\u003E\u003Ca href=\u0022https:\/\/openreview.net\/pdf?id=HkxLXnAcFQ\u0022\u003EA Closer Look at Few-Shot Classification\u003C\/a\u003E\u003C\/li\u003E\r\n\t\u003Cli\u003E\u003Ca href=\u0022https:\/\/arxiv.org\/pdf\/1810.03538.pdf\u0022\u003ECombinatorial Attacks on Binarized Neural Networks\u003C\/a\u003E\u003C\/li\u003E\r\n\t\u003Cli\u003E\u003Ca href=\u0022https:\/\/openreview.net\/pdf?id=HJlmHoR5tQ\u0022\u003EAdversarial Imitation via Variational Inverse Reinforcement Learning\u003C\/a\u003E\u003C\/li\u003E\r\n\t\u003Cli\u003E\u003Ca href=\u0022https:\/\/arxiv.org\/abs\/1901.03035\u0022\u003ESelf-Monitoring Navigation Agent via Auxiliary Progress Estimation\u003C\/a\u003E (For more information on this research, check out our summary \u003Ca href=\u0022http:\/\/ml.gatech.edu\/hg\/item\/620601\u0022\u003Ehere.)\u003C\/a\u003E\u003C\/li\u003E\r\n\t\u003Cli\u003E\u003Ca href=\u0022https:\/\/openreview.net\/forum?id=rJNH6sAqY7\u0022\u003EOn Computation and Generalization of Generative Adversarial Networks under Spectrum Control\u003C\/a\u003E\u003C\/li\u003E\r\n\t\u003Cli\u003E\u003Ca href=\u0022https:\/\/openreview.net\/forum?id=SkgQBn0cF7\u0022\u003EModeling the Long Term Future in Model-Based Reinforcement Learning\u003C\/a\u003E\u003C\/li\u003E\r\n\t\u003Cli\u003E\u003Ca href=\u0022https:\/\/openreview.net\/pdf?id=rkxwShA9Ym\u0022\u003ELabel Super Resolution Networks\u003C\/a\u003E\u003C\/li\u003E\r\n\t\u003Cli\u003E\u003Ca href=\u0022https:\/\/openreview.net\/forum?id=H1g6osRcFQ\u0022\u003EPolicy Transfer with Strategy Optimization\u003C\/a\u003E\u003C\/li\u003E\r\n\t\u003Cli\u003E\u003Ca href=\u0022https:\/\/openreview.net\/pdf?id=S1E3Ko09F7\u0022\u003EL-Shapley and C-Shapley: Efficient Model Interpretation for Structured Data\u003C\/a\u003E\u003C\/li\u003E\r\n\t\u003Cli\u003E\u003Ca href=\u0022https:\/\/openreview.net\/pdf?id=Syl8Sn0cK7\u0022\u003ELearning a Meta-Solver for Syntax-Guided Program Synthesis\u003C\/a\u003E\u003C\/li\u003E\r\n\t\u003Cli\u003E\u003Ca href=\u0022https:\/\/openreview.net\/pdf?id=HyePrhR5KX\u0022\u003EDyRep: Learning Representations over Dynamic Graphs\u003C\/a\u003E\u003C\/li\u003E\r\n\u003C\/ul\u003E\r\n","summary":null,"format":"limited_html"}],"field_subtitle":"","field_summary":"","field_summary_sentence":[{"value":"Researchers from the Machine Learning Center at Georgia Tech will present 12 papers at International Conference on Learning Representations (ICLR), a premier artificial intelligence conference."}],"uid":"34773","created_gmt":"2019-05-04 15:10:30","changed_gmt":"2019-05-04 15:10:30","author":"ablinder6","boilerplate_text":"","field_publication":"","field_article_url":"","dateline":{"date":"2019-05-04T00:00:00-04:00","iso_date":"2019-05-04T00:00:00-04:00","tz":"America\/New_York"},"extras":[],"hg_media":{"621329":{"id":"621329","type":"image","title":"ICLR is one of the premier artificial intelligence conferences that ML@GT researchers will be presenting at in 2019.","body":null,"created":"1556982611","gmt_created":"2019-05-04 15:10:11","changed":"1556982611","gmt_changed":"2019-05-04 15:10:11","alt":"ICLR is one of the premier artificial intelligence conferences that ML@GT researchers will be presenting at in 2019. Picture of building in New Orleans.","file":{"fid":"236675","name":"new-orleans-1630343_960_720 copy.jpg","image_path":"\/sites\/default\/files\/images\/new-orleans-1630343_960_720%20copy.jpg","image_full_path":"http:\/\/www.tlwarc.hg.gatech.edu\/\/sites\/default\/files\/images\/new-orleans-1630343_960_720%20copy.jpg","mime":"image\/jpeg","size":208427,"path_740":"http:\/\/www.tlwarc.hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/images\/new-orleans-1630343_960_720%20copy.jpg?itok=tx2kSGdH"}}},"media_ids":["621329"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"576481","name":"ML@GT"},{"id":"50877","name":"School of Computational Science and Engineering"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[],"keywords":[],"core_research_areas":[{"id":"39501","name":"People and Technology"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EAllie McFadden\u003C\/p\u003E\r\n\r\n\u003Cp\u003ECommunications Officer\u003C\/p\u003E\r\n\r\n\u003Cp\u003Eallie.mcfadden@cc.gatech.edu\u003C\/p\u003E\r\n","format":"limited_html"}],"email":["allie.mcfadden@cc.gatech.edu"],"slides":[],"orientation":[],"userdata":""}}}