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	<title>Sam Staton | Department of Computer Science</title>
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        <meta property="twitter:image" content="https://www.cs.ox.ac.uk/files/7250//samlow.png"/>[an error occurred while processing this directive]<!-- BREADCRUMBS --><div class="content-width"><ol class="breadcrumb text-uppercase"><li><a href="/">Home</a></li><li><a href="/aboutus/">About Us</a></li><li><a href="/people/">People</a></li><li><a href="/people/faculty.html">Faculty</a></li><li class="active">Sam Staton</li></ol></div><!-- MOBILE NAVIGATION --><div class="content-width space-below mobile-menu-placeholder visible-xs visible-sm"></div><!-- COLUMNS --><div class="container-fluid content-width"><div class="row"><div class="col-xs-12 col-md-9 col-md-push-3" id="maincontent" itemscope="itemscope" itemtype="http://schema.org/Person"><!-- CONTENT (Column 2) --><div class="page-title"><h1><span itemprop="name">Sam Staton</span></h1></div><div class="no-gutters"><div class="row"><div class="col-xs-12 col-md-4 panel panel-medium-brown equal-height equal-height-center-vertical">
        							<img class="img-responsive center-block" itemprop="image" src="/files/7250//samlow.png" alt="Personal photo - Sam Staton" /></div><div class="col-xs-12 col-md-4 panel panel-dark-blue panel-condensed equal-height"><div class="panel-body"><p><strong> <span itemprop="givenName">Sam</span> <span itemprop="familyName">Staton</span> <span itemprop="honorificSuffix"></span></strong></p><p></p><div itemprop="jobTitle" class="indent">Professor of Computer Science</div><div itemprop="jobTitle" class="indent">Research Lecturer</div><p></p><p></p><div><div itemprop="email" class="scaled-text"><strong>E:</strong> sam.staton at cs.ox.ac.uk</div></div><p></p><p class="no-bottom-margin"><span itemprop="workLocation" class="scaled-text"><a class="panel-link" href="https://www.cs.ox.ac.uk/aboutus/directions.html" target="directions">Wolfson Building</a>,
											 Parks Road, Oxford OX1 3QD
											</span></p></div></div><div class="col-xs-12 col-md-4 panel panel-light-blue panel-condensed equal-height"><div class="panel-body"><h2 class="panel-subheading text-uppercase no-top-margin">Themes:</h2><ul class="list-comma-separated"><li><a href="/research/pl" class="panel-link"><span itemprop="affiliation">Programming Languages</span></a></li><li><a href="/research/fls" class="panel-link"><span itemprop="affiliation">Quantum</span></a></li></ul><h2 class="panel-subheading text-uppercase">Completed Projects:</h2><ul class="list-comma-separated" style="overflow: hidden; text-overflow: ''"><li><a href="#CompletedProjects" class="panel-link">more…</a></li></ul><h2 class="panel-subheading text-uppercase">See Also:</h2><ul class="list-unbulleted"><li style="margin-bottom:0.33em"><!--unknownhtml--><a href="http://www.cs.ox.ac.uk/people/samuel.staton/main.html" class="panel-link">Personal home page</a></li></ul></div></div></div></div><h2>Biography</h2>For full details and all papers and preprints, please see my <a href="https://www.cs.ox.ac.uk/people/samuel.staton/main.html">personal webpage</a>.<h2>Selected Publications</h2><p><a href="/people/publications/date/Sam.Staton.html" class="btn btn-dark-brown-outline btn-thin text-uppercase">View All</a><a href="https://www.cs.ox.ac.uk/research/publications/manage" class="btn btn-dark-brown-outline btn-thin text-uppercase">Manage publications</a></p><ul class="list-unbulleted list-unbulleted-spaced"><li> <p class="publicationTitle"> <strong>
            Note: Not all publications are listed here. Please see <a href="https://www.cs.ox.ac.uk/research/pl/people.html">people pages</a>. </strong> </p>
	    <p class="publicationAuthors"> <em> &#xa0;  </em> </p>
	
	
	<p class="publicationDetails"> 2099.
        </p>
	
        <p class="publicationlinks"> <a
        
            href="/publications/publication14981-abstract.html"> Details   <span class="sr-only" > about <em> Note: Not all publications are listed here. Please see <a href="https://www.cs.ox.ac.uk/research/pl/people.html">people pages</a>.  </em></span> </a> | <a
        
            href="/publications/publication14981.bib"> BibTeX  <span class="sr-only" > data for <em> Note: Not all publications are listed here. Please see <a href="https://www.cs.ox.ac.uk/research/pl/people.html">people pages</a>.  </em></span>   </a> </li><li> <p class="publicationTitle"> <strong>
            Affine Monads and Lazy Structures for Bayesian Programming </strong> </p>
	    <p class="publicationAuthors"> <em> Swaraj Dash&#x201a; Younesse Kaddar&#x201a; Hugo Paquet and Sam Staton  </em> </p>
	
	
	<p class="publicationDetails"> 
        In <em>Proc. ACM Program. Lang.</em>.
        
            Vol. 7.
        
            No. POPL.
        
                Pages 1338&#x2013;1368.
            2023.
        </p>
	
        <p class="publicationlinks"> <a
        
            href="/publications/publication15786-abstract.html"> Details   <span class="sr-only" > about <em> Affine Monads and Lazy Structures for Bayesian Programming  </em></span> </a> | <a
        
            href="/publications/publication15786.bib"> BibTeX  <span class="sr-only" > data for <em> Affine Monads and Lazy Structures for Bayesian Programming  </em></span>   </a>  | <a
             href="http://dx.doi.org/10.1145/3571239">
            DOI (10.1145/3571239)
            </a> 
					| <a href="https://doi.org/10.1145/3571239"> Link <span class="sr-only" > to <em> Affine Monads and Lazy Structures for Bayesian Programming  </em></span> </a>
  				</li><li> <p class="publicationTitle"> <strong>
            ADEV: Sound Automatic Differentiation of Expected Values of Probabilistic Programs </strong> </p>
	    <p class="publicationAuthors"> <em> Alexander K. Lew&#x201a; Mathieu Huot&#x201a; Sam Staton and Vikash K. Mansinghka  </em> </p>
	
	
	<p class="publicationDetails"> 
        In <em>Proc. ACM Program. Lang.</em>.
        
            Vol. 7.
        
            No. POPL.
        
                Pages 121&#x2013;153.
            2023.
        </p>
	
        <p class="publicationlinks"> <a
        
            href="/publications/publication15785-abstract.html"> Details   <span class="sr-only" > about <em> ADEV: Sound Automatic Differentiation of Expected Values of Probabilistic Programs  </em></span> </a> | <a
        
            href="/publications/publication15785.bib"> BibTeX  <span class="sr-only" > data for <em> ADEV: Sound Automatic Differentiation of Expected Values of Probabilistic Programs  </em></span>   </a>  | <a
             href="http://dx.doi.org/10.1145/3571198">
            DOI (10.1145/3571198)
            </a> 
					| <a href="https://doi.org/10.1145/3571198"> Link <span class="sr-only" > to <em> ADEV: Sound Automatic Differentiation of Expected Values of Probabilistic Programs  </em></span> </a>
  				</li></ul><h2>Activities</h2><ul class="list-comma-separated"><li><a href="/activities/probprog/"><span itemprop="affiliation">Differentiable and Probabilistic Programming</span></a></li><li><a href="/activities/plfoundations/"><span itemprop="affiliation">Foundations of Programming Languages</span></a></li><li><a href="/activities/quantum/"><span itemprop="affiliation">Quantum Group</span></a></li></ul><h2>Projects</h2><ul class="list-comma-separated"><li><a href="/projects/BLAST/index.html"><span itemprop="affiliation">BLAST</span></a></li><li><a href="/projects/Quantumprogrammingviaalgebraiceffects/index.html"><span itemprop="affiliation">Quantum programming via algebraic effects</span></a></li><li><a href="/projects/EmployingCategoricalProbabilityTowardsSafeAI/index.html"><span itemprop="affiliation">Employing Categorical Probability Towards Safe AI</span></a></li></ul><a name="CompletedProjects"></a><h2>Completed Projects</h2><ul class="list-comma-separated" style="overflow: hidden; text-overflow: ''"><li><a href="/projects/PrincipledFoundationsforProgrammingLanguages/index.html"><span itemprop="affiliation">Principled Foundations for Programming Languages</span></a></li></ul>
						<h2>Team</h2>
							     <div class="row"><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-xs clear-sm clear-md clear-lg"><a class="piccy" href="/people/Pedro.AzevedodeAmorim/" style="background-image:url('/files/14616//pamorim.JPG')"></a><center><a href="/people/Pedro.AzevedodeAmorim/"><span class="newcaption"><span itemprop="name">Pedro&nbsp;Azevedo de Amorim</span></span></a></center><center><span class="subcaptionrole">Research Associate</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3 "><a class="piccy" href="/people/Nathan.Corbyn/" style="background-image:url('/files/14191//7714CC77-CDB3-4EFB-86C2-08CC18B7180A-2750-0000026A71CE9AB3.jpeg')"></a><center><a href="/people/Nathan.Corbyn/"><span class="newcaption"><span itemprop="name">Nathan&nbsp;Corbyn</span></span></a></center><center><span class="subcaptionrole">Doctoral Student</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-xs"><a class="piccy" href="/people/Maria.Craciun/"></a><center><a href="/people/Maria.Craciun/"><span class="newcaption"><span itemprop="name">Maria &nbsp;Craciun</span></span></a></center><center><span class="subcaptionrole">Doctoral Student</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-sm"><a class="piccy" href="/people/Elena.DiLavore/" style="background-image:url('/files/14934//profilo.jpg')"></a><center><a href="/people/Elena.DiLavore/"><span class="newcaption"><span itemprop="name">Elena&nbsp;Di Lavore</span></span></a></center><center><span class="subcaptionrole">Research Associate</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-xs clear-md clear-lg"><a class="piccy" href="/people/Maximilian.Dore/" style="background-image:url('/files/14743//IMG_5750.jpeg')"></a><center><a href="/people/Maximilian.Dore/"><span class="newcaption"><span itemprop="name">Maximilian&nbsp;Doré</span></span></a></center><center><span class="subcaptionrole">Departmental Lecturer</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3 "><a class="piccy" href="/people/Nick.Hu/" style="background-image:url('/files/11200//Hu%2C%20Nick.jpeg')"></a><center><a href="/people/Nick.Hu/"><span class="newcaption"><span itemprop="name">Nick&nbsp;Hu</span></span></a></center><center><span class="subcaptionrole">Teaching Assistant, Doctoral Student</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-xs clear-sm"><a class="piccy" href="/people/Nikolaj.Jensen/"></a><center><a href="/people/Nikolaj.Jensen/"><span class="newcaption"><span itemprop="name">Nikolaj&nbsp; Jensen</span></span></a></center><center><span class="subcaptionrole">Doctoral Student</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3 "><a class="piccy" href="https://younesse.net" style="background-image:url('/files/12231//B80381DE-C6AA-4EF4-B0CA-F6B1A103DDC8.jpeg')"></a><center><a href="https://younesse.net"><span class="newcaption"><span itemprop="name">Younesse&nbsp;Kaddar</span></span></a></center><center><span class="subcaptionrole">Doctoral Student</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-xs clear-md clear-lg"><a class="piccy" href="/people/Jacek.Karwowski/"></a><center><a href="/people/Jacek.Karwowski/"><span class="newcaption"><span itemprop="name">Jacek &nbsp;Karwowski</span></span></a></center><center><span class="subcaptionrole">Doctoral Student</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-sm"><a class="piccy" href="/people/Jack.Liell-Cock/"></a><center><a href="/people/Jack.Liell-Cock/"><span class="newcaption"><span itemprop="name">Jack &nbsp;Liell-Cock</span></span></a></center><center><span class="subcaptionrole">Doctoral Student</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-xs"><a class="piccy" href="/people/Owen.Lynch/"></a><center><a href="/people/Owen.Lynch/"><span class="newcaption"><span itemprop="name">Owen&nbsp;Lynch</span></span></a></center><center><span class="subcaptionrole">Doctoral Student</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3 "><a class="piccy" href="/people/Justus.Matthiesen/"></a><center><a href="/people/Justus.Matthiesen/"><span class="newcaption"><span itemprop="name"> Justus&nbsp;Matthiesen</span></span></a></center><center><span class="subcaptionrole">Researcher</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-xs clear-sm clear-md clear-lg"><a class="piccy" href="/people/Paolo.Perrone/" style="background-image:url('/files/13711//perrone.jpg')"></a><center><a href="/people/Paolo.Perrone/"><span class="newcaption"><span itemprop="name">Paolo&nbsp;Perrone</span></span></a></center><center><span class="subcaptionrole">Research Associate</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3 "><a class="piccy" href="/people/Mario.Roman/" style="background-image:url('/files/14796//mario.png')"></a><center><a href="/people/Mario.Roman/"><span class="newcaption"><span itemprop="name">Mario&nbsp;Román</span></span></a></center><center><span class="subcaptionrole">Research Associate</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-xs"><a class="piccy" href="/people/Razin.Shaikh/"></a><center><a href="/people/Razin.Shaikh/"><span class="newcaption"><span itemprop="name">Razin &nbsp;Shaikh</span></span></a></center><center><span class="subcaptionrole">Doctoral Student</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-sm"><a class="piccy" href="/people/Zev.Shirazi/"></a><center><a href="/people/Zev.Shirazi/"><span class="newcaption"><span itemprop="name">Zev &nbsp;Shirazi </span></span></a></center><center><span class="subcaptionrole">Doctoral Student</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-xs clear-md clear-lg"><a class="piccy" href="/people/Ned.Summers/" style="background-image:url('/files/13720//image00003a.jpeg')"></a><center><a href="/people/Ned.Summers/"><span class="newcaption"><span itemprop="name">Ned&nbsp;Summers</span></span></a></center><center><span class="subcaptionrole">Doctoral Student</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3 "><a class="piccy" href="/people/Ruben.VanBelle/" style="background-image:url('/files/14685//foto.jpg')"></a><center><a href="/people/Ruben.VanBelle/"><span class="newcaption"><span itemprop="name">Ruben&nbsp;Van Belle</span></span></a></center><center><span class="subcaptionrole">Research Associate</span></center></div></div>
							<h2>Past Students</h2>
							<div class="row"><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-xs clear-sm clear-md clear-lg"><a class="piccy" style="background-image:url('/files/11142//00100lPORTRAIT_00100_BURST20191005125044692_COVER.jpg')"></a><center><span class="newcaption"><span itemprop="name">Swaraj&nbsp;Dash</span></span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3 "><a class="piccy" href="https://antonin.delpeuch.eu/" style="background-image:url('/files/11417//techstorm-300.jpg')"></a><center><a href="https://antonin.delpeuch.eu/"><span class="newcaption"><span itemprop="name">Antonin&nbsp;Delpeuch</span></span></a></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-xs"><a class="piccy" style="background-image:url('/files/11199//Heidemann%2C%20Lukas.jpg')"></a><center><span class="newcaption"><span itemprop="name">Lukas&nbsp;Heidemann</span></span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-sm"><a class="piccy" style="background-image:url('/files/12229//MH4.jpg')"></a><center><span class="newcaption"><span itemprop="name">Mathieu&nbsp;Huot</span></span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-xs clear-md clear-lg"><a class="piccy" href="https://homepages.inf.ed.ac.uk/cmatache/" style="background-image:url('/files/10235//my_picture2_compressed.JPG')"></a><center><a href="https://homepages.inf.ed.ac.uk/cmatache/"><span class="newcaption"><span itemprop="name">Cristina&nbsp;Matache</span></span></a></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3 "><a class="piccy" style="background-image:url('/files/10433//Speight%20Sam.png')"></a><center><span class="newcaption"><span itemprop="name">Sam&nbsp;Speight</span></span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-xs clear-sm"><a class="piccy" style="background-image:url('/files/9407//Stein%20Dario.png')"></a><center><span class="newcaption"><span itemprop="name">Dario&nbsp;Stein</span></span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3 "><a class="piccy" style="background-image:url('/files/7642//Yoo.Junghun.JPG')"></a><center><span class="newcaption"><span itemprop="name">Junghun&nbsp;Yoo</span></span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-xs clear-md clear-lg"><a class="piccy"></a><center><span class="newcaption"><span itemprop="name">Woongseon &nbsp;Yoo</span></span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-sm"><a class="piccy" href="https://www.fabianzaiser.com" style="background-image:url('/files/11550//profile.jpg')"></a><center><a href="https://www.fabianzaiser.com"><span class="newcaption"><span itemprop="name">Fabian&nbsp;Zaiser</span></span></a></center></div></div>
							<h2>Past Researchers</h2>
							<div class="row"><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-xs clear-sm clear-md clear-lg"><a class="piccy" href="https://users.ox.ac.uk/~univ4449/"></a><center><a href="https://users.ox.ac.uk/~univ4449/"><span class="newcaption"><span itemprop="name">Sean&nbsp;Moss</span></span></a></center><center><span class="subcaptionrole">Senior Research Associate</span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3 "><a class="piccy" style="background-image:url('/files/12070//me.jpg')"></a><center><span class="newcaption"><span itemprop="name">Hugo&nbsp;Paquet</span></span></center></div><div itemscope="itemscope" itemtype="http://schema.org/Person" class="picturebox col-xs-6 col-sm-4 col-md-3  clear-xs"><a class="piccy" style="background-image:url('/files/12948//headshot-small.jpg')"></a><center><span class="newcaption"><span itemprop="name">Philip&nbsp;Saville</span></span></center></div></div></div><div class="col-xs-12 col-md-3 col-md-pull-9 side-menu-col"><h2 class="side-menu-title text-uppercase"><a href="#">About Us</a></h2><ul class="side-menu"><li class="active mobile-menu-source"><a href="/people/">People</a><ul><li class="active"><a href="/people/faculty.html">Faculty</a></li><li><a href="/people/research.html">Research</a></li><li><a href="/people/students.html">Students</a></li><li><a href="/people/support.html">Professional Services</a></li><li><a href="/people/visitingprofessors.html">Visiting Professors</a></li><li><a href="/people/emeritusfaculty.html">Emeritus Faculty</a></li><li><a href="/people/associates.html">Associate Members</a></li></ul></li><li><a href="/aboutus/vacancies/">Vacancies</a></li><li><a href="/aboutus/women-cs-oxford/index.html">Women in the department</a></li><li><a href="/aboutus/equality-diversity-inclusion/index.html">Equality, diversity and inclusion</a></li><li><a href="https://www.alumniweb.ox.ac.uk/cs/make-a-donation">Support Us</a></li><li><a href="/aboutus/cshistory.html">Our History</a></li><li><a href="/aboutus/contact.html">Contact Us</a></li></ul></div></div></div>[an error occurred while processing this directive]