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These models consist of two neural networks engaged in a competitive two-player zero-sum game. In this competitive context, they aim to approximate the underlying probability distribution of high-dimensional objects, such as images, a classic problem that conventional statistical methods often struggle to address. GANs excel at generating remarkably realistic yet synthetic multimedia data, encompassing images, text, speech signals, and more, based on the patterns they learn from their training examples. This presentation will commence with a high-level introduction to GANs and then delve into the theoretical foundation that underpins them. Lastly, the talk will explore several unresolved issues pertaining to the statistical analysis of machine learning models based on GANs. </div> <div class="row lecture__section"> <h2>About this Lecture</h2> <span> <strong>Number of Slides: </strong> 90</span><br/> <span> <strong>Duration: </strong> 70 minutes </span><br/> <span> <strong>Languages Available: </strong> English</span><br/> <span> <strong>Last Updated: </strong> <span id="lecDate"></span> </span> </div> <div class="row lecture__section"> <h2>Request this Lecture</h2> <p>To request this particular lecture, please complete this <a href="https://services.acm.org/public/speakers/request_lecture.cfm?lecture_id=15609" target="_blank">online form.</a> </p> </div> <div class="row lecture__section"> <h2>Request a Tour</h2> <p>To request a tour with this speaker, please complete this <a href="https://services.acm.org/public/speakers/request_tour.cfm?lecturer_id=18629" target="_blank">online form.</a> </p> <p>All requests will be 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