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The last two decades have witnessed the growth of software engineering data availability that spurred many AI-driven automated solutions. The last few years saw rapid growth in the construction of specialized solutions based on Large Language Models (LLM) to aid software engineers in many tasks, including improving software reliability. However, LLM has unique challenges, presenting new reliability concerns that must be managed. This underscores two compelling and complementary research trajectories: Large Language Models for Software Reliability (LLM4SR) and Software Reliability for Large Language Models (SR4LLM). This lecture will showcase promising LLM4SR solutions, focusing on vulnerability repair and runtime error recovery. It will then discuss some reliability issues that affect LLM and preliminary solutions to manage them, highlighting much research needed in SR4LLM. The lecture will conclude with a discussion on future directions, showing how SR and LLM can significantly change software engineering in the years ahead. </div> <div class="row lecture__section"> <h2>About this Lecture</h2> <span> <strong>Number of Slides: </strong> 90 - 110</span><br/> <span> <strong>Duration: </strong> 60 - 75 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=16751" 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=21069" target="_blank">online form.</a> 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