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<h1>Tutorials &amp; Talks</h1>
<div class="muted" style="margin-top:-6px;">Tutorials and invited talks delivered by Prof. Shangding Gu and lab members.</div>
<h2>Tutorials</h2>
<ul>
<li><p><span style="font-size: 19px;"><b>Tutorial at IJCAI 2024:</b> Presented a tutorial on safe reinforcement learning: bridging theory and practice at <a href="https://ijcai24.org/">IJCAI 2024</a>, see <a href="./tutorials/Safe_RL_IJCAI_Tutorial_2024.pdf" target="_blank">Slides</a></span></p></li>
<li><p><span style="font-size: 19px;"><b>Tutorial at IEEE SmartGridComm 2024:</b> Presented a tutorial on safe reinforcement learning for smart grid control and operations at <a href="https://sgc2024.ieee-smartgridcomm.org/">IEEE SmartGridComm 2024</a>, see <a href="./tutorials/Safe_RL_2024_SmartGridComm.pdf" target="_blank">Slides</a> </span></p></li>
</ul>
<h2>Lectures & Talks</h2>
<ul>
<li><p><span style="font-size: 19px;"><b>Lecture 2024:</b> Invited lecture on safe reinforcement learning and its applications in Virginia Tech's 2024 Machine Learning course.</span></p></li>
<li><p><span style="font-size: 19px;"><b>Lecture 2024:</b> Invited lecture on safe robot learning in WHUT 2024 summer course.</span></p></li>
<li><p><span style="font-size: 19px;"><b>Talk 2026:</b> Gave a talk on Agentic AI for Semiconductor Manufacturing at <a href="https://www.lamresearch.com/" target="_blank">Lam Research</a>.</span></p></li>
<li><p><span style="font-size: 19px;"><b>Talk 2026:</b> Gave a talk on Agentic AI Scaling at <a href="https://xhslink.cn/o/1aZLjyRO674" target="_blank">Shanghai AI Lab</a>.</span></p></li>
<li><p><span style="font-size: 19px;"><b>Talk 2025:</b> Invited talks at Agentic AI Summit, UC Berkeley.</span></p></li>
<li><p><span style="font-size: 19px;"><b>Talk 2025:</b> Gave a talk on Safe Robot Learning at <a href="https://sites.google.com/berkeley.edu/lemas-seminar" target="_blank">Shankar Sastry Group</a>, UC Berkeley.</span></p></li>
<li><p><span style="font-size: 19px;"><b>Talk 2025:</b> Invited a safe robot learning talk at Stanford University.</span></p></li>
<li><p><span style="font-size: 19px;"><b>Talk 2025:</b> Invited a safe learning talk at Westlake.</span></p></li>
<li><p><span style="font-size: 19px;"><b>Talk 2025:</b> Gave a talk on Safe Learning at the Applied Mathematics and Statistics Department Postdoctoral Seminar at Johns Hopkins University.</span></p></li>
<li><p><span style="font-size: 19px;"><b>Talk 2025:</b> Gave a talk at the <a href="https://meetings.informs.org/wordpress/annual/" target="_blank">2025 INFORMS Annual Meeting</a> in Atlanta, Georgia, USA.</span></p></li>
<li><p><span style="font-size: 19px;"><b>Talk 2024:</b> Invited a decision-making for semiconductor manufacturing talk at Lam Research.</span></p></li>
<li><p><span style="font-size: 19px;"><b>Talk 2024:</b> Invited a decision-making safety talk at Nanjing University.</span></p></li>
<li><p><span style="font-size: 19px;"><b>Talk 2023:</b> Invited a robot learning talk at TU Munich.</span></p></li>
<li><p><span style="font-size: 19px;"><b>Talk 2022:</b> Invited a safe multi-agent RL talk at the RL China community.</span></p></li>
<li><p><span style="font-size: 19px;"><b>Talk 2022:</b> Invited a safe RL talk at TU Darmstadt, <a href="https://www.ias.informatik.tu-darmstadt.de/Member/JanPeters">Prof. Jan Peters' lab.</a></span></p></li>
</ul>
<h2>Course</h2>
<h3>Safe Reinforcement Learning</h3>
<ul>
    <li><p><span style="font-size: 19px;"> <a href="./courses/safe_rl/Course__Safe_RL_lecture_01.pdf" target="_blank">Lecture 01: Safe Reinforcement Learning: A Brief Introduction</a></span></p></li>
    <li><p><span style="font-size: 19px;">Lecture 02: Constrained Markov Decision Processes </span></p></li>
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