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However, theoretical understandings on the non-asymptotic sample and computational efficiencies of RL algorithms still remain elusive, and are in imminent need to cope with the ever-increasing problem dimensions. In this talk, we discuss our recent progresses on understanding and improving the efficacy and resiliency of RL algorithms in Markov decision processes (MDPs), and demonstrate how the model-based approach using a plug-in model estimate achieves minimax-optimality across a variety of settings. </div> <div> </div> </div> <div class="row lecture__section"> <h2>About this Lecture</h2> <span> <strong>Number of Slides: </strong> 40</span><br/> <span> <strong>Duration: </strong> 45 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=15706" target="_blank">online form.</a> </p> </div> <div class="row lecture__section"> <h2>Request a Tour</h2> <p>To request a tour with this 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