290290 < a class ="navbar-item " href ="#overview "> Overview</ a >
291291 < a class ="navbar-item " href ="#schedule "> Schedule</ a >
292292 < a class ="navbar-item " href ="#audience "> Audience</ a >
293- < a class ="navbar-item " href ="#presenters "> Presenters</ a >
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@@ -347,7 +347,7 @@ <h1 class="title is-1 publication-title">Bridging Personalization and AI: From R
347347 </ div >
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351351 <div class="feature-card">
352352 <h2 class="title is-4">At a Glance</h2>
353353 <ul>
@@ -357,7 +357,7 @@ <h2 class="title is-4">At a Glance</h2>
357357 <li>Practical resources, slides, and a continuously updated reading repository.</li>
358358 </ul>
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@@ -372,14 +372,10 @@ <h2 class="title is-3 section-title">Abstract</h2>
372372 their responses and behaviors according to individual users' preferences, contexts, and goals.
373373 Recent research has focused on Retrieval-Augmented Generation (RAG) and its development toward
374374 more advanced agent-based frameworks to improve user satisfaction in personalized settings.
375- </ p >
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377375 In this tutorial, we provide a systematic overview of how personalization can be incorporated
378376 into the three main stages of RAG: pre-retrieval, retrieval, and generation. We then extend the
379377 discussion to personalized LLM-based agents, which build on RAG by adding agent capabilities such
380378 as user understanding, personalized planning and execution, and adaptive response generation.
381- </ p >
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383379 For both RAG-based and agent-based approaches, we present clear definitions, review recent research,
384380 and summarize commonly used datasets and evaluation metrics. We also discuss key challenges, current
385381 limitations, and promising future research directions.
@@ -417,7 +413,7 @@ <h2 class="title is-4 section-title">Learning Objectives</h2>
417413 </ ul >
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421417 <h2 class="title is-4 section-title">Materials and Resources</h2>
422418 <p>
423419 Slides, structured diagrams, unified formulations, and an annotated reading list will be made
@@ -427,7 +423,7 @@ <h2 class="title is-4 section-title">Materials and Resources</h2>
427423 Participants will also receive a curated bibliography of key papers, summaries of representative
428424 datasets and evaluation benchmarks, and links to open-source implementations and related resources.
429425 </p>
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@@ -546,7 +542,7 @@ <h2 class="title is-4 section-title">Prerequisites</h2>
546542 </ div >
547543</ section >
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552548 <h2 class="title is-3 section-title">Presenters</h2>
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561557 </ul>
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