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With their rapidly increasing popularity and availability, challenges and concerns about their misuse and safety risks are becoming more prominent than ever. In this talk, I will provide new tools and insights to explore the safety and robustness risks associated with state-of-the-art LLMs and GenAI models. In particular, I will cover (i) safety risks in fine-tuning LLMs, (ii) backdoor analysis of text-to-image diffusion models, (iii) prompt engineering for safety debugging, and (iv) robust detection of AI-generated text from LLMs. </div> <div class="row lecture__section"> <h2>About this Lecture</h2> <span> <strong>Number of Slides: </strong> 30 - 50</span><br/> <span> <strong>Duration: </strong> 30 - 90 minutes </span><br/> <span> <strong>Languages Available: </strong> Chinese (Traditional)</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=15925" 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 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