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    <title>Prediction | Dr.Alex</title>
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      <title>Combining IMitation and Reinforcement Learning for Safe Autonomous Driving</title>
      <link>https://petiushko.io/talk/2024/06/18/2024-06-18/</link>
      <pubDate>Tue, 18 Jun 2024 11:30:00 +0000</pubDate>
      <guid>https://petiushko.io/talk/2024/06/18/2024-06-18/</guid>
      <description>&lt;p&gt;Presentation at Workshop on &lt;a href=&#34;https://agents4ad.github.io&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Data-Driven Autonomous Driving Simulation&lt;/a&gt; (DDADS) at the &lt;a href=&#34;https://cvpr.thecvf.com/Conferences/2024&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;IEEE/CVF Conference on Computer Vision and Pattern Recognition&lt;/a&gt; (CVPR) 2024.&lt;/p&gt;
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      <title>CIMRL: Combining IMitation and Reinforcement Learning for Safe Autonomous Driving</title>
      <link>https://petiushko.io/publication/arxiv_2024_cimrl/</link>
      <pubDate>Fri, 14 Jun 2024 00:00:00 +0000</pubDate>
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      <title>Scaling Laws for Autonomous Driving Models</title>
      <link>https://petiushko.io/talk/2023/12/14/2023-12-14/</link>
      <pubDate>Thu, 14 Dec 2023 14:15:00 +0000</pubDate>
      <guid>https://petiushko.io/talk/2023/12/14/2023-12-14/</guid>
      <description>&lt;p&gt;Presentation at &lt;a href=&#34;https://ml4ad.github.io&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Machine Learning for Autonomous Driving 2023&lt;/a&gt; (ML4AD) Symposium.&lt;/p&gt;
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      <title>Autonomous Driving: From Basics to Behavior Challenges</title>
      <link>https://petiushko.io/talk/2023/07/13/2023-07-13/</link>
      <pubDate>Thu, 13 Jul 2023 00:00:00 +0000</pubDate>
      <guid>https://petiushko.io/talk/2023/07/13/2023-07-13/</guid>
      <description>&lt;p&gt;Presentation during &lt;a href=&#34;https://nnov.hse.ru/en/ma/vision/mcv_industrial_webinars&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Industrial Webinars&lt;/a&gt; Stream of Master&amp;rsquo;s Programme &amp;lsquo;&lt;a href=&#34;https://nnov.hse.ru/en/ma/vision/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Master of Computer Vision&lt;/a&gt;&amp;rsquo;.&lt;/p&gt;
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      <title>Behavior Modeling and Learned Motion Selection for Safe Driving</title>
      <link>https://petiushko.io/talk/2023/06/19/2023-06-19/</link>
      <pubDate>Mon, 19 Jun 2023 14:00:00 +0000</pubDate>
      <guid>https://petiushko.io/talk/2023/06/19/2023-06-19/</guid>
      <description>&lt;p&gt;Presentation at &lt;a href=&#34;https://trust-ai.github.io/SSAD2023/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Secure and Safe Autonomous Driving&lt;/a&gt; (SSAD) Workshop at the &lt;a href=&#34;https://cvpr2023.thecvf.com/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;IEEE/CVF Conference on Computer Vision and Pattern Recognition&lt;/a&gt; (CVPR) 2023.&lt;/p&gt;
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      <title>Artificial Intelligence for Autonomous Driving</title>
      <link>https://petiushko.io/talk/2023/06/06/2023-06-06/</link>
      <pubDate>Tue, 06 Jun 2023 11:00:00 +0000</pubDate>
      <guid>https://petiushko.io/talk/2023/06/06/2023-06-06/</guid>
      <description>&lt;p&gt;I was invited as a &lt;a href=&#34;https://cai.ieee.org/2023/aleksandr-petiushko/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;panelist&lt;/a&gt; for the &amp;lsquo;Artificial Intelligence for Autonomous Driving&amp;rsquo; panel discussion at &lt;a href=&#34;https://cai.ieee.org/2023/program/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;IEEE Conference on Artificial Intelligence 2023&lt;/a&gt;.&lt;/p&gt;
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      <title>Self-driving: Introduction, Challenges and Open Questions</title>
      <link>https://petiushko.io/talk/2023/05/25/2023-05-25/</link>
      <pubDate>Thu, 25 May 2023 00:00:00 +0000</pubDate>
      <guid>https://petiushko.io/talk/2023/05/25/2023-05-25/</guid>
      <description>&lt;p&gt;I was &lt;a href=&#34;https://t.me/dl_stories/739&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;invited&lt;/a&gt; by &lt;a href=&#34;https://dls.samcs.ru/en/dls&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Deep Learning School&lt;/a&gt; to make a presentation about the current landscape of research in Autonomous Driving Area.&lt;/p&gt;
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    <item>
      <title>Autonomy: Introduction of ML for High School</title>
      <link>https://petiushko.io/talk/2023/04/28/2023-04-28/</link>
      <pubDate>Fri, 28 Apr 2023 00:00:00 +0000</pubDate>
      <guid>https://petiushko.io/talk/2023/04/28/2023-04-28/</guid>
      <description>&lt;p&gt;Presentation done for students of &lt;a href=&#34;https://mvhs.mvla.net/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Mountain View High School&lt;/a&gt; with the overview of the Autonomy Stack, related problems, and possible new jobs that students can face in the future.&lt;/p&gt;
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      <title>Autonomy: Open Questions</title>
      <link>https://petiushko.io/talk/2023/03/26/2023-03-26/</link>
      <pubDate>Sun, 26 Mar 2023 00:00:00 +0000</pubDate>
      <guid>https://petiushko.io/talk/2023/03/26/2023-03-26/</guid>
      <description>&lt;p&gt;Presentation done during 2023 Spring Retreat at &lt;a href=&#34;https://www.berkeley.edu/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;University of California, Berkeley&lt;/a&gt; organizied by &lt;a href=&#34;https://deepdrive.berkeley.edu/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Berkeley DeepDrive&lt;/a&gt; and &lt;a href=&#34;https://bair.berkeley.edu/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Berkeley Artificial Intelligence Research&lt;/a&gt;.&lt;/p&gt;
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      <title>Autonomy Challenges</title>
      <link>https://petiushko.io/talk/2022/10/11/2022-10-11/</link>
      <pubDate>Tue, 11 Oct 2022 18:00:00 +0000</pubDate>
      <guid>https://petiushko.io/talk/2022/10/11/2022-10-11/</guid>
      <description>&lt;p&gt;I was invited to make a presentation at &lt;a href=&#34;https://www.berkeley.edu/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;University of California, Berkeley&lt;/a&gt; lecture organized by &lt;a href=&#34;https://deepdrive.berkeley.edu/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Berkeley DeepDrive&lt;/a&gt;.&lt;/p&gt;
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      <title>Overview of Self-Driving Vehicle Stack of Technologies</title>
      <link>https://petiushko.io/talk/2021/07/23/2021-07-23/</link>
      <pubDate>Fri, 23 Jul 2021 00:00:00 +0000</pubDate>
      <guid>https://petiushko.io/talk/2021/07/23/2021-07-23/</guid>
      <description>&lt;p&gt;I was invited by the &lt;a href=&#34;https://sochisirius.ru/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Sirius Educational Center&lt;/a&gt; to make a presentation about the fundamentals and challenges of Self-driving stack during the &lt;a href=&#34;https://sochisirius.ru/obuchenie/graduates/smena928/4475&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Summer school on Modern Methods for Information Theory, Optimization and Control&lt;/a&gt;. &lt;a href=&#34;https://cloud01.sochisirius.ru/index.php/s/9x6X5nBrzqNEBjP&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Program&lt;/a&gt;. Also, I served there as a Huawei representative leading the research track related to self-driving (prediction task).&lt;/p&gt;
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