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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>LUKA -- The Capital NLP Group of California</title>
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta name="description" content="Language Understanding and Knowledge Acquisition Lab, LUKA @ USC">
<meta name="author" content="">
<!-- Le styles -->
<link href="css/bootstrap.min.css" rel="stylesheet">
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<link href="css/theme.css" rel="stylesheet">
<link href="css/social-buttons.css" rel="stylesheet">
<script src="./js/w3data.js"></script>
</head>
<body>
<div class="container">
<div w3-include-html="./src/header.html" id="common_header"></div>
<hr>
<div class="row-fluid">
<div class="span12">
<section id="tutorials">
<div class="page-header">
<h3>Tutorials</h3>
</div>
<ul>
<li><h4><a href="https://luka-group.github.io/tutorials/tutorial.202406.html">Combating Security and Privacy Issues in the Era of Large Language Models</a>, NAACL 2024</h4>
<p><b><a href="https://luka-group.github.io/tutorials/tutorial.202406.html">Details/Slides</a>, <a href="https://muhaochen.github.io/index_files/NAACL_2024_S_and_P.pdf">Syllabus</a></b></p>
</li>
<li><h4><a href="https://www.wenpengyin.org/publications/beyond-llm-scaling-emnlp24">Enhancing LLM Capabilities Beyond Scaling Up</a>, EMNLP 2024</h4>
<p><b><a href="https://www.wenpengyin.org/publications/beyond-llm-scaling-emnlp24">Details/Slides</a>, <a href="https://muhaochen.github.io/index_files/EMNLP_2024_LLM.pdf">Syllabus</a></b></p>
</li>
<li><h4><a href="https://cogcomp.seas.upenn.edu/page/tutorial.202307/">Indirectly Supervised Natural Language Processing</a>, ACL 2023</h4>
<p><b><a href="https://cogcomp.seas.upenn.edu/page/tutorial.202307/">Details/Slides</a>, <a href="https://muhaochen.github.io/index_files/ACL_2023_indirect.pdf">Syllabus</a></b></p>
</li>
<li><h4><a href="https://cogcomp.seas.upenn.edu/page/tutorial.202207/">New Frontiers of Information Extraction</a>, NAACL 2022</h4>
<p><b><a href="https://cogcomp.seas.upenn.edu/page/tutorial.202207/">Details/Slides</a>, <a href="https://muhaochen.github.io/index_files/NAACL_2022_IE.pdf">Syllabus</a></b></p>
</li>
<li><h4><a href="https://cogcomp.seas.upenn.edu/page/tutorial.202108/">Event-Centric Natural Language Processing</a>, ACL 2021</h4>
<p><b><a href="https://cogcomp.seas.upenn.edu/page/tutorial.202108/">Details/Slides</a>, <a href="https://muhaochen.github.io/index_files/ACL_2021_event.pdf">Syllabus</a></b></p>
</li>
<li><h4><a href="https://cogcomp.seas.upenn.edu/page/tutorial.202102/">Event-Centric Natural Language Understanding</a>, AAAI 2021</h4>
<p><b><a href="https://cogcomp.seas.upenn.edu/page/tutorial.202102/">Details/Slides</a>, <a href="https://muhaochen.github.io/index_files/AAAI_2021_event.pdf">Syllabus</a>, <a href="https://www.youtube.com/watch?v=8pts0vrMSV8">Video</a></b></p>
</li>
<li><h4><a href="https://usc-isi-i2.github.io/KDD21Tutorial/index.html">From Tables to Knowledge: Recent Advances in Table Understanding</a>, KDD 2021</h4>
<p><b><a href="https://usc-isi-i2.github.io/KDD21Tutorial/index.html">Details/Slides</a>, <a href="https://usc-isi-i2.github.io/KDD21Tutorial/index.html">Syllabus</a></b></p>
</li>
<li><h4><a href="https://cogcomp.seas.upenn.edu/page/tutorial.202002/">Recent Advances in Transferable Representation Learning</a>, AAAI 2020</h4>
<p><b><a href="https://cogcomp.seas.upenn.edu/page/tutorial.202002/">Details/Slides</a>, <a href="https://muhaochen.github.io/index_files/AAAI_2020_TRL.pdf">Syllabus</a></b></p>
</li>
<ul>
</section>
<hr>
<section id="invited">
<div class="page-header">
<h3>Selected Invited Talks</h3>
</div>
<ul>
<li><h4><a href="https://muhaochen.github.io/slides/Safety Enhancement.pdf">Safety Enhancement of LLMs</a></h4>
<li><h4><a href="https://muhaochen.github.io/slides/backdoor.pdf">Combating Security and Privacy Issues in the Era of Large Language Models: Addressing Training-time Threats to LLMs</a></h4>
<p>Presented at <b>Adobe - San Jose, the Allerton Conference, UC Merced</b></p>
</li>
<li><h4><a href="https://muhaochen.github.io/slides/2_NLG4NLU.pdf">Indirectly Supervised NLP: Supervision Signals from Generative and Retrieval Tasks</a></h4>
</li>
<li><h4><a href="https://muhaochen.github.io/slides/robust_IE.pdf">Robust and Indirectly Supervised Information Extraction</a></h4>
<p>Presented at <b>MSR Redmond, Apple Silicon Valley, UCLA, UCI, UCSB, UC Davis, UMN, ASU, Purdue</b></p>
</li>
<li><h4><a href="https://muhaochen.github.io/slides/event_process_understanding.pdf">Understanding Event Processes in Natural Language</a></h4>
<p>Presented at <b>UCLA, Cambridge, ASU, UCSB, OSU, NUS, Nanjing Univ., Fudan, IBM Research Almaden, Tencent AI Lab Seattle, Purdue, Rutgers–New Brunswick, UCSC</b></p>
</li>
<li><h4><a href="https://muhaochen.github.io/slides/transferKA.pdf">Knowledge Acquisition with Transferable Representation Learning</a></h4>
<p>Presented at <b>USC, IBM Research Almaden, Fudan, Stanford, UCLA</b></p>
</li>
<li><h4><a href="https://muhaochen.github.io/slides/3-human languages.pdf">Bridging Between Tables and Human Languages</a></h4>
</li>
<ul>
</div>
</div>
<hr>
</div>
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