[an error occurred while processing this directive]<meta name="keywords" content="Department of Computer Science, publications, by date, Mihaela Stoian"></meta><meta name="description" content="Publications, by date, Department of Computer Science, Oxford, Mihaela Stoian"></meta><title>Department of Computer Science, University of Oxford: Mihaela Stoian : Publications
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</h1></div><div role="toolbar" class="btn-toolbar"><div class="btn-group"><a href="/people/publications/date/Mihaela.Stoian.html" aria-hidden="true" type="button" class="btn btn-oxford-blue"><span class="glyphicon glyphicon-sort-by-attributes"></span> By date</a><a href="/people/publications/title/Mihaela.Stoian.html" aria-hidden="true" type="button" class="btn btn-default"><span class="glyphicon glyphicon-sort-by-attributes"></span> By title</a><a href="/people/publications/type/Mihaela.Stoian.html" aria-hidden="true" type="button" class="btn btn-default"><span class="glyphicon glyphicon-sort-by-attributes"></span> By type</a><a href="/people/publications/bibtex/Mihaela.Stoian.html" aria-hidden="true" type="button" class="btn btn-default"><span class="glyphicon glyphicon-file"></span> BibTex</a></div></div><p></p><ul class="list-unbulleted list-unbulleted-spaced"><li>
	
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	<p class="publicationTitle"> <strong>
            Beyond the convexity assumption: Realistic tabular data generation under quantifier&#x2212;free real linear constraints </strong> </p>
	    <p class="publicationAuthors"> <em> Mihaela C&#x0103;t&#x0103;lina Stoian and Eleonora Giunchiglia  </em> </p>
	
	<p class="publicationDetails"> 
            In  
            <em>
            Proceedings of the 13th International Conference on Learning Representations&#x201a; ICLR 2025&#x201a; Singapore&#x201a; 24&#x2013;28 April 2025</em>.
        2025.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication16503-abstract.html">
			Details <span class="sr-only" > about <em> Beyond the convexity assumption: Realistic tabular data generation under quantifier&#x2212;free real linear constraints  </em></span> </a> |
			<a href="/publications/publication16503.bib">
			BibTeX  <span class="sr-only" > data for <em> Beyond the convexity assumption: Realistic tabular data generation under quantifier&#x2212;free real linear constraints  </em></span>   </a>
			
			
					| <a href="https://openreview.net/forum?id=rx0TCew0Lj"> Link <span class="sr-only" > to <em> Beyond the convexity assumption: Realistic tabular data generation under quantifier&#x2212;free real linear constraints  </em></span> </a>
  				
		
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	<p class="publicationTitle"> <strong>
            PiShield: A NeSy Framework for Learning with Requirements </strong> </p>
	    <p class="publicationAuthors"> <em> Mihaela C&#x0103;t&#x0103;lina Stoian&#x201a; Alex Tatomir&#x201a; Eleonora Giunchiglia and Thomas Lukasiewicz  </em> </p>
	
	<p class="publicationDetails"> 
            In  
            <em>
            Proceedings of the 33rd International Joint Conference on Artificial Intelligence&#x201a; IJCAI 2024&#x201a; Demos&#x201a; Jeju Island&#x201a; South Korea&#x201a; August 3&#x2013;9&#x201a; 2024</em>.
        ijcai.org.
        August,
            2024.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication16277-abstract.html">
			Details <span class="sr-only" > about <em> PiShield: A NeSy Framework for Learning with Requirements  </em></span> </a> |
			<a href="/publications/publication16277.bib">
			BibTeX  <span class="sr-only" > data for <em> PiShield: A NeSy Framework for Learning with Requirements  </em></span>   </a>
			
			
		
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				[3] 
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	<p class="publicationTitle"> <strong>
            How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data </strong> </p>
	    <p class="publicationAuthors"> <em> Mihaela Catalina Stoian&#x201a; Salijona Dyrmishi&#x201a; Maxime Cordy&#x201a; Thomas Lukasiewicz and Eleonora Giunchiglia  </em> </p>
	
	<p class="publicationDetails"> 
            In  
            <em>
            Proceedings of the 12th International Conference on Learning Representations&#x201a; ICLR 2024&#x201a; Vienna&#x201a; Austria&#x201a; 7&#x2013;11 May 2024</em>.
        May,
            2024.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication16188-abstract.html">
			Details <span class="sr-only" > about <em> How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data  </em></span> </a> |
			<a href="/publications/publication16188.bib">
			BibTeX  <span class="sr-only" > data for <em> How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data  </em></span>   </a>
			
			
		
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	<p class="publicationTitle"> <strong>
            CCN+: A Neuro&#x2212;symbolic Framework for Deep Learning with Requirements &#x202f; </strong> </p>
	    <p class="publicationAuthors"> <em> Eleonora Giunchiglia&#x201a; Alex Tatomir&#x201a; Mihaela Catalina Stoian and Thomas Lukasiewicz  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>International Journal of Approximate Reasoning</em>.
        2024.
        </p> <p
            class="publicationNote"> In press.</p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication16189-abstract.html">
			Details <span class="sr-only" > about <em> CCN+: A Neuro&#x2212;symbolic Framework for Deep Learning with Requirements &#x202f;  </em></span> </a> |
			<a href="/publications/publication16189.bib">
			BibTeX  <span class="sr-only" > data for <em> CCN+: A Neuro&#x2212;symbolic Framework for Deep Learning with Requirements &#x202f;  </em></span>   </a>
			
			
					| <a href="https://doi.org/10.1016/j.ijar.2024.109124"> Link <span class="sr-only" > to <em> CCN+: A Neuro&#x2212;symbolic Framework for Deep Learning with Requirements &#x202f;  </em></span> </a>
  				
		
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	<p class="publicationTitle"> <strong>
            Deep Learning with Requirements in the Real World </strong> </p>
	    <p class="publicationAuthors"> <em> Mihaela C&#x0103;t&#x0103;lina Stoian  </em> </p>
	
	<p class="publicationDetails"> 
            In  
            <em>
            In Proceedings of the 33rd International Joint Conference on Artificial Intelligence&#x201a; IJCAI 2024&#x201a; Doctoral Consortium&#x201a; Jeju Island&#x201a; South Korea&#x201a; August 3&#x2013;9&#x201a; 2024</em>.
        ijcai.org.
        2024.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication16504-abstract.html">
			Details <span class="sr-only" > about <em> Deep Learning with Requirements in the Real World  </em></span> </a> |
			<a href="/publications/publication16504.bib">
			BibTeX  <span class="sr-only" > data for <em> Deep Learning with Requirements in the Real World  </em></span>   </a>
			
			 | <a
		href="http://dx.doi.org/10.24963/ijcai.2024/969">
		DOI (10.24963/ijcai.2024/969)
		</a> 
					| <a href="https://doi.org/10.24963/ijcai.2024/969"> Link <span class="sr-only" > to <em> Deep Learning with Requirements in the Real World  </em></span> </a>
  				
		
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	<p class="publicationTitle"> <strong>
            Exploiting T&#x2212;norms for Deep Learning in Autonomous Driving </strong> </p>
	    <p class="publicationAuthors"> <em> Mihaela Catalina Stoian&#x201a; Eleonora Giunchiglia and Thomas Lukasiewicz  </em> </p>
	
	<p class="publicationDetails"> 
            In Artur S. d'Avila Garcez&#x201a; Tarek R. Besold&#x201a; Marco Gori and Ernesto Jim&#xe9;nez&#x2212;Ruiz, editors,
             
            <em>
            Proceedings of the 17th International Workshop on Neural&#x2212;Symbolic Learning and Reasoning&#x201a; NeSy 2023&#x201a; La Certosa di Pontignano&#x201a; Siena&#x201a; Italy&#x201a; 3&#x2013;5 July 2023</em>.
        
                Pages 369&#x2013;380.
            July,
            2023.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication15845-abstract.html">
			Details <span class="sr-only" > about <em> Exploiting T&#x2212;norms for Deep Learning in Autonomous Driving  </em></span> </a> |
			<a href="/publications/publication15845.bib">
			BibTeX  <span class="sr-only" > data for <em> Exploiting T&#x2212;norms for Deep Learning in Autonomous Driving  </em></span>   </a>
			
			
		
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	<p class="publicationTitle"> <strong>
            ROAD&#x2212;R: The Autonomous Driving Dataset with Logical Requirements </strong> </p>
	    <p class="publicationAuthors"> <em> Eleonora Giunchiglia&#x201a; Mihaela Catalina Stoian&#x201a; Salman Khan&#x201a; Fabio Cuzzolin and Thomas Lukasiewicz  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Machine Learning</em>.
        May,
            2023.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication15275-abstract.html">
			Details <span class="sr-only" > about <em> ROAD&#x2212;R: The Autonomous Driving Dataset with Logical Requirements  </em></span> </a> |
			<a href="/publications/publication15275.bib">
			BibTeX  <span class="sr-only" > data for <em> ROAD&#x2212;R: The Autonomous Driving Dataset with Logical Requirements  </em></span>   </a>
			
			
					| <a href="https://doi.org/10.1007/s10994-023-06322-z"> Link <span class="sr-only" > to <em> ROAD&#x2212;R: The Autonomous Driving Dataset with Logical Requirements  </em></span> </a>
  				
		
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	<p class="publicationTitle"> <strong>
            Deep Learning with Logical Constraints </strong> </p>
	    <p class="publicationAuthors"> <em> Eleonora Giunchiglia&#x201a; Mihaela Catalina Stoian and Thomas Lukasiewicz  </em> </p>
	
	<p class="publicationDetails"> 
            In Luc De Raedt, editor,
             
            <em>
            Proceedings of the 31st International Joint Conference on Artificial Intelligence and the 25th European Conference on Artificial Intelligence&#x201a; IJCAI&#x2212;ECAI 2022&#x201a; Survey Track&#x201a; Vienna&#x201a; Austria&#x201a; July 23&#x2212;29&#x201a; 2022</em>.
        
                Pages 5478&#x2013;5485.
            IJCAI/AAAI Press.
        July,
            2022.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication14845-abstract.html">
			Details <span class="sr-only" > about <em> Deep Learning with Logical Constraints  </em></span> </a> |
			<a href="/publications/publication14845.bib">
			BibTeX  <span class="sr-only" > data for <em> Deep Learning with Logical Constraints  </em></span>   </a>
			
			
					| <a href="https://doi.org/10.24963/ijcai.2022/767"> Link <span class="sr-only" > to <em> Deep Learning with Logical Constraints  </em></span> </a>
  				
		
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