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	<updated>2026-05-05T10:47:29Z</updated>
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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 15:54, 30 March 2023&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='diff-marker'&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;|dblpUrl=https://dblp.org/rec/conf/nmr/Marquis22&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&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;|dblpUrl=https://dblp.org/rec/conf/nmr/Marquis22&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
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&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt; &lt;/td&gt;&lt;td class='diff-marker'&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;|description=scientific paper published in CEUR-WS Volume 3197&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&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;}}&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&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;}}&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&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;==Rectifying Classifiers==&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&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;==Rectifying Classifiers==&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Wf</name></author>
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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 15:28, 30 March 2023&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-l8&quot; &gt;Line 8:&lt;/td&gt;
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&lt;tr&gt;&lt;td class='diff-marker'&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;}}&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&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;}}&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&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;==Rectifying Classifiers==&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&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;==Rectifying Classifiers==&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Wf</name></author>
	</entry>
	<entry>
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		<updated>2023-03-30T12:54:28Z</updated>

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&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;=Paper=&lt;br /&gt;
{{Paper&lt;br /&gt;
|id=Vol-3197/invited2&lt;br /&gt;
|storemode=property&lt;br /&gt;
|title=Rectifying Classifiers&lt;br /&gt;
|pdfUrl=https://ceur-ws.org/Vol-3197/invited2.pdf&lt;br /&gt;
|volume=Vol-3197&lt;br /&gt;
|authors=Pierre Marquis&lt;br /&gt;
|dblpUrl=https://dblp.org/rec/conf/nmr/Marquis22&lt;br /&gt;
}}&lt;br /&gt;
==Rectifying Classifiers==&lt;br /&gt;
&amp;lt;pdf width=&amp;quot;1500px&amp;quot;&amp;gt;https://ceur-ws.org/Vol-3197/invited2.pdf&amp;lt;/pdf&amp;gt;&lt;br /&gt;
&amp;lt;pre&amp;gt;&lt;br /&gt;
Rectifying Classifiers&lt;br /&gt;
Pierre Marquis&lt;br /&gt;
Univ. Artois, CNRS, CRIL / Institut Universitaire de France, France&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
1. Abstract&lt;br /&gt;
Dealing with high-risk or safety-critical applications calls for the development of trustworthy AI&lt;br /&gt;
systems. Beyond prediction, such systems must offer a number of additional facilities, including&lt;br /&gt;
explanation and verification.&lt;br /&gt;
   The case when the prediction made is deemed wrong by an expert calls for still another&lt;br /&gt;
operation, called rectification. Rectifying a classifier aims to guarantee that the predictions&lt;br /&gt;
made by the classifier (once rectified) comply with the expert knowledge. Here, the expert is&lt;br /&gt;
supposed more reliable than the predictor, but their knowledge is typically incomplete.&lt;br /&gt;
   Focusing on Boolean classifiers, I will present rectification as a change operation. Following an&lt;br /&gt;
axiomatic approach, I will give some postulates that must be satisfied by rectification operators.&lt;br /&gt;
I will show that the family of rectification operators is disjoint from the family of revision&lt;br /&gt;
operators and from the family of update operators. I will also present a few results about the&lt;br /&gt;
computation of a rectification operation.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
NMR 2022: 20th International Workshop on Non-Monotonic Reasoning, August 07–09, 2022, Haifa, Israel&lt;br /&gt;
&amp;quot; marquis@cril.univ-artois.fr (P. Marquis)&lt;br /&gt;
~ http://www.cril.univ-artois.fr/~marquis/ (P. Marquis)&lt;br /&gt;
� 0000-0002-7979-6608 (P. Marquis)&lt;br /&gt;
                                    © 2022 Copyright for this paper by its authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0).&lt;br /&gt;
 CEUR&lt;br /&gt;
 Workshop&lt;br /&gt;
 Proceedings&lt;br /&gt;
               http://ceur-ws.org&lt;br /&gt;
               ISSN 1613-0073&lt;br /&gt;
                                    CEUR Workshop Proceedings (CEUR-WS.org)&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
                                                                                                        2&lt;br /&gt;
�&lt;br /&gt;
&amp;lt;/pre&amp;gt;&lt;/div&gt;</summary>
		<author><name>Wf</name></author>
	</entry>
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