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	<id>https://murray.cds.caltech.edu/index.php?action=history&amp;feed=atom&amp;title=EECI_2020%3A_Behavior_Specifications</id>
	<title>EECI 2020: Behavior Specifications - Revision history</title>
	<link rel="self" type="application/atom+xml" href="https://murray.cds.caltech.edu/index.php?action=history&amp;feed=atom&amp;title=EECI_2020%3A_Behavior_Specifications"/>
	<link rel="alternate" type="text/html" href="https://murray.cds.caltech.edu/index.php?title=EECI_2020:_Behavior_Specifications&amp;action=history"/>
	<updated>2026-09-04T05:06:40Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
	<generator>MediaWiki 1.44.2</generator>
	<entry>
		<id>https://murray.cds.caltech.edu/index.php?title=EECI_2020:_Behavior_Specifications&amp;diff=23537&amp;oldid=prev</id>
		<title>Murray at 07:26, 13 March 2020</title>
		<link rel="alternate" type="text/html" href="https://murray.cds.caltech.edu/index.php?title=EECI_2020:_Behavior_Specifications&amp;diff=23537&amp;oldid=prev"/>
		<updated>2020-03-13T07:26:33Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 07:26, 13 March 2020&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l5&quot;&gt;Line 5:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 5:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;==  Lecture Materials ==&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;==  Lecture Materials ==&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;https&lt;/del&gt;://www.&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;dropbox&lt;/del&gt;.&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;com&lt;/del&gt;/&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;s&lt;/del&gt;/&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;8i6yj94p10a2cj0&lt;/del&gt;/L9_rulebooks.pdf&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;?dl=0 &lt;/del&gt;Lecture slides]&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;http&lt;/ins&gt;://www.&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;cds&lt;/ins&gt;.&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;caltech.edu/~murray/courses&lt;/ins&gt;/&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;eeci-sp2020&lt;/ins&gt;//L9_rulebooks&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;-13Mar2020&lt;/ins&gt;.pdf Lecture slides]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Further Reading ==&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Further Reading ==&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;p&amp;gt;[https://dl.acm.org/doi/pdf/10.1145/2461328.2461330 Liability, Ethics, and Culture-Aware Behavior Specification using Rulebooks] A. Censi, K. Slutsky, T. Wongpiromsarn, D. Yershov, S. Pendleton, J. Fu, E. Frazzoli, ICRA 2019. Detail on the rulebooks framework.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;p&amp;gt;[https://dl.acm.org/doi/pdf/10.1145/2461328.2461330 Liability, Ethics, and Culture-Aware Behavior Specification using Rulebooks] A. Censi, K. Slutsky, T. Wongpiromsarn, D. Yershov, S. Pendleton, J. Fu, E. Frazzoli, ICRA 2019. Detail on the rulebooks framework.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;p&amp;gt;[https://530cb0a7-a-62cb3a1a-s-sites.googlegroups.com/site/tichakorn/itsc11.pdf?attachauth=ANoY7crfSz_U77VBEX95uPM-hJ45EDINGM5mtrqbPiY6VBfpf0WFZGdE-aYV0TPGZBje1gC29IdT2OyQkebTr2q8xY6qGM4wkg512xDedo29SulIC1PCzzmzerWn6NSTWCZgau_MSTb7gsrxxHvSGvU3NFoa5-jusHMpPdfrMvwSGmw0RL3-2XmMTXlAT22z1fPiRAOkhLgpJRacM-oOj36yeKVCIT1hcQ%3D%3D&amp;amp;attredirects=0 Synthesis of Provably Correct Controllers for Autonomous Vehicles in Urban Environments] T. Wongpiromsarn, S. Karaman, E. Frazzoli, ITSC 2011. How Urban Challenge specifications can be expressed in LTL.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;p&amp;gt;[https://530cb0a7-a-62cb3a1a-s-sites.googlegroups.com/site/tichakorn/itsc11.pdf?attachauth=ANoY7crfSz_U77VBEX95uPM-hJ45EDINGM5mtrqbPiY6VBfpf0WFZGdE-aYV0TPGZBje1gC29IdT2OyQkebTr2q8xY6qGM4wkg512xDedo29SulIC1PCzzmzerWn6NSTWCZgau_MSTb7gsrxxHvSGvU3NFoa5-jusHMpPdfrMvwSGmw0RL3-2XmMTXlAT22z1fPiRAOkhLgpJRacM-oOj36yeKVCIT1hcQ%3D%3D&amp;amp;attredirects=0 Synthesis of Provably Correct Controllers for Autonomous Vehicles in Urban Environments] T. Wongpiromsarn, S. Karaman, E. Frazzoli, ITSC 2011. How Urban Challenge specifications can be expressed in LTL.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;

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		<author><name>Murray</name></author>
	</entry>
	<entry>
		<id>https://murray.cds.caltech.edu/index.php?title=EECI_2020:_Behavior_Specifications&amp;diff=23521&amp;oldid=prev</id>
		<title>Nok: /* Further Reading */</title>
		<link rel="alternate" type="text/html" href="https://murray.cds.caltech.edu/index.php?title=EECI_2020:_Behavior_Specifications&amp;diff=23521&amp;oldid=prev"/>
		<updated>2020-03-09T08:16:29Z</updated>

		<summary type="html">&lt;p&gt;&lt;span class=&quot;autocomment&quot;&gt;Further Reading&lt;/span&gt;&lt;/p&gt;
&lt;table style=&quot;background-color: #fff; color: #202122;&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 08:16, 9 March 2020&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l9&quot;&gt;Line 9:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 9:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Further Reading ==&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Further Reading ==&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;p&amp;gt;[https://dl.acm.org/doi/pdf/10.1145/2461328.2461330 Liability, Ethics, and Culture-Aware Behavior Specification using Rulebooks] A. Censi, K. Slutsky, T. Wongpiromsarn, D. Yershov, S. Pendleton, J. Fu, E. Frazzoli, ICRA 2019. Detail on the rulebooks framework.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;p&amp;gt;[https://dl.acm.org/doi/pdf/10.1145/2461328.2461330 Liability, Ethics, and Culture-Aware Behavior Specification using Rulebooks] A. Censi, K. Slutsky, T. Wongpiromsarn, D. Yershov, S. Pendleton, J. Fu, E. Frazzoli, ICRA 2019. Detail on the rulebooks framework.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;* &amp;lt;p&amp;gt;[https://530cb0a7-a-62cb3a1a-s-sites.googlegroups.com/site/tichakorn/itsc11.pdf?attachauth=ANoY7crfSz_U77VBEX95uPM-hJ45EDINGM5mtrqbPiY6VBfpf0WFZGdE-aYV0TPGZBje1gC29IdT2OyQkebTr2q8xY6qGM4wkg512xDedo29SulIC1PCzzmzerWn6NSTWCZgau_MSTb7gsrxxHvSGvU3NFoa5-jusHMpPdfrMvwSGmw0RL3-2XmMTXlAT22z1fPiRAOkhLgpJRacM-oOj36yeKVCIT1hcQ%3D%3D&amp;amp;attredirects=0 Synthesis of Provably Correct Controllers for Autonomous Vehicles in Urban Environments] T. Wongpiromsarn, S. Karaman, E. Frazzoli, ITSC 2011. How Urban Challenge specifications can be expressed in LTL.&amp;lt;/p&amp;gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;

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		<author><name>Nok</name></author>
	</entry>
	<entry>
		<id>https://murray.cds.caltech.edu/index.php?title=EECI_2020:_Behavior_Specifications&amp;diff=23477&amp;oldid=prev</id>
		<title>Murray: Murray moved page EECI 2020: Behaviour Specifications of Autonomous Vehicles to EECI 2020: Behavior Specifications</title>
		<link rel="alternate" type="text/html" href="https://murray.cds.caltech.edu/index.php?title=EECI_2020:_Behavior_Specifications&amp;diff=23477&amp;oldid=prev"/>
		<updated>2020-02-29T21:36:56Z</updated>

		<summary type="html">&lt;p&gt;Murray moved page &lt;a href=&quot;/EECI_2020:_Behaviour_Specifications_of_Autonomous_Vehicles&quot; class=&quot;mw-redirect&quot; title=&quot;EECI 2020: Behaviour Specifications of Autonomous Vehicles&quot;&gt;EECI 2020: Behaviour Specifications of Autonomous Vehicles&lt;/a&gt; to &lt;a href=&quot;/EECI_2020:_Behavior_Specifications&quot; title=&quot;EECI 2020: Behavior Specifications&quot;&gt;EECI 2020: Behavior Specifications&lt;/a&gt;&lt;/p&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 21:36, 29 February 2020&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;4&quot; class=&quot;diff-notice&quot; lang=&quot;en&quot;&gt;&lt;div class=&quot;mw-diff-empty&quot;&gt;(No difference)&lt;/div&gt;
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		<author><name>Murray</name></author>
	</entry>
	<entry>
		<id>https://murray.cds.caltech.edu/index.php?title=EECI_2020:_Behavior_Specifications&amp;diff=23475&amp;oldid=prev</id>
		<title>Murray at 21:36, 29 February 2020</title>
		<link rel="alternate" type="text/html" href="https://murray.cds.caltech.edu/index.php?title=EECI_2020:_Behavior_Specifications&amp;diff=23475&amp;oldid=prev"/>
		<updated>2020-02-29T21:36:36Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table style=&quot;background-color: #fff; color: #202122;&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 21:36, 29 February 2020&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot;&gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
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		<author><name>Murray</name></author>
	</entry>
	<entry>
		<id>https://murray.cds.caltech.edu/index.php?title=EECI_2020:_Behavior_Specifications&amp;diff=23474&amp;oldid=prev</id>
		<title>Nok: Created page with &quot;{{eeci-sp2020 header|prev=Computer Session: VMP|next=Safety-Critical Systems}} {{righttoc}}  One of the major challenges in the development, validation and deployment of auton...&quot;</title>
		<link rel="alternate" type="text/html" href="https://murray.cds.caltech.edu/index.php?title=EECI_2020:_Behavior_Specifications&amp;diff=23474&amp;oldid=prev"/>
		<updated>2020-02-29T21:35:24Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;quot;{{eeci-sp2020 header|prev=Computer Session: VMP|next=Safety-Critical Systems}} {{righttoc}}  One of the major challenges in the development, validation and deployment of auton...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;{{eeci-sp2020 header|prev=Computer Session: VMP|next=Safety-Critical Systems}}&lt;br /&gt;
{{righttoc}}&lt;br /&gt;
&lt;br /&gt;
One of the major challenges in the development, validation and deployment of autonomous vehicles is to understand what constitutes their correct behavior. The behavior specifications of autonomous vehicles come from numerous sources, including not only the vaguely written traffic laws, but also ethics and local driving culture to ensure their predictability and compatibility with other traffic participants. This lecture provides real-life examples where such specifications are conflicting and present a new formalism called “rulebooks”, developed at Nutonomy, to specify the correct behavior of autonomous vehicles and provide a systematic approach to handle possibly conflicting specifications.&lt;br /&gt;
&lt;br /&gt;
==  Lecture Materials ==&lt;br /&gt;
* [https://www.dropbox.com/s/8i6yj94p10a2cj0/L9_rulebooks.pdf?dl=0 Lecture slides]&lt;br /&gt;
&lt;br /&gt;
== Further Reading ==&lt;br /&gt;
* &amp;lt;p&amp;gt;[https://dl.acm.org/doi/pdf/10.1145/2461328.2461330 Liability, Ethics, and Culture-Aware Behavior Specification using Rulebooks] A. Censi, K. Slutsky, T. Wongpiromsarn, D. Yershov, S. Pendleton, J. Fu, E. Frazzoli, ICRA 2019. Detail on the rulebooks framework.&amp;lt;/p&amp;gt;&lt;/div&gt;</summary>
		<author><name>Nok</name></author>
	</entry>
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