<p>The five-volume proceedings set LNAI 15281-15285&nbsp;constitutes the refereed proceedings of the 21st Pacific Rim International Conference on Artificial Intelligence PRICAI 2024 held in&nbsp;Kyoto Japan in November 18���24 2024.</p><p>The 145 full papers and 35 short papers included in this book were carefully reviewed and selected from 543 submissions.&nbsp;</p><p>The papers are organized in the following topical sections:</p><p>Part I:&nbsp;Machine Learning&nbsp;Deep Learning</p><p>Part II:&nbsp;Deep Learning&nbsp;Federated Learning&nbsp;Generative AI&nbsp;Natural Language Processing&nbsp;Large Language Models&nbsp;</p><p>Part III:&nbsp;Large Language Models&nbsp;Computer Vision</p><p>Part IV:&nbsp;Computer Vision&nbsp;Autonomous Driving&nbsp;Agents and Multiagent Systems&nbsp;Knowledge Graphs&nbsp;Speech Processing&nbsp;Optimization</p><p>Part V:&nbsp;Optimization&nbsp;General Applications&nbsp;Medical Applications&nbsp;Theoretical Foundations of AI</p>
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