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CALL FOR PAPERS and PARTICIPANTS<span class="" style="-webkit-font-kerning: none;"></span></div>
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<span class="" style="-webkit-font-kerning: none;">2nd International Workshop on Declarative Learning Based Programming (DeLBP 2017) </span></div>
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<span class="" style="-webkit-font-kerning: none;">In conjunction withTwenty- sixth International Joint Conference on Artificial Intelligence (IJCAI-17), August 19–20, 2017, Melbourne, Australia.</span></div>
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<span class="" style="-webkit-font-kerning: none; color: rgb(1, 0, 0);">Website: <a href="http://delbp.github.io/" class=""><span class="" style="-webkit-font-kerning: none;">http://delbp.github.io</span></a></span></div>
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<span class="" style="-webkit-font-kerning: none;">AIM AND SCOPE </span></div>
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<span class="" style="-webkit-font-kerning: none;">The main goal of Declarative Learning Based Programming (DeLBP) workshop is to investigate the issues that arise when designing and using programming languages that support learning from data and knowledge.</span></div>
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<span class="" style="-webkit-font-kerning: none;">DeLBP aims at facilitating and simplifying the design and development of intelligent real world applications that use machine learning and reasoning by addressing the following commonly observed challenges: </span>Interaction
with messy, naturally occurring data; Specifying the requirements of the application at a high abstraction level; Dealing with uncertainty in data and knowledge in various layers of the application program; Using representations that support flexible relational
feature engineering; Using representations that support flexible reasoning and structure learning; Integrating a range of learning and inference algorithms; and finally addressing the above mentioned issues in one unified programming environment.</div>
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Conventional programming languages offer no help to application programmers that attempt to design and develop applications that make use of real world data, and reason about it in a way that involves learning interdependent concepts from data, incorporating
and composing existing models, and reasoning about existing and trained models and their parametrization. Over the last few years the research community has tried to address these problems from multiple perspectives, most notably various approaches based on
Probabilistic programming, Logical Programming and the integrated paradigms. The goal of this workshop is to present and discuss the current related research and the way various challenges have been addressed. </div>
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We aim at motivating the need for further research toward a unified framework in this area based on the key existing paradigms: Probabilistic Programming (PP), Logic Programming (LP), Probabilistic Logical Programming (PLP), First-order query languages and
database management systems (DBMS) and deductive databases (DDB), Statistical relational learning and related languages (SRL), and connect these to the ideas of Learning Based Programming. We aim to discuss and investigate the required type of languages and
representations that facilitate modeling probabilistic or non-probabilistic complex learning models, deep architectures, and provide the ability to combine, chain and perform flexible inference with existing models and by exploiting domain knowledge. (Website: <a href="http://delbp.github.io/" class=""><span class="" style="-webkit-font-kerning: none;">http://delbp.github.io</span></a>)</div>
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<span class="" style="-webkit-font-kerning: none;">TOPICS OF INTEREST</span></div>
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<span class="" style="-webkit-font-kerning: none;">— New abstractions and modularity levels towards a unified framework for learning and reasoning,</span></div>
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<span class="" style="-webkit-font-kerning: none;"> ◦ Frameworks/Computational models to combine learning and reasoning paradigms and exploit accomplishments in AI from various perspectives.</span></div>
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<span class="" style="-webkit-font-kerning: none;">— Flexible use of structured and relational data from heterogeneous resources in learning.</span></div>
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<span class="" style="-webkit-font-kerning: none;"> ◦ Data modeling (relational/graph-based ) issues in such a new integrated framework for learning based on data and knowledge.</span></div>
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<span class="" style="-webkit-font-kerning: none;">— Exploiting knowledge such as expert knowledge and common sense knowledge expressed via multiple formalisms, in learning.</span></div>
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<span class="" style="-webkit-font-kerning: none;">— The ability of closing the loop to acquire knowledge from data and data from knowledge towards life-long learning, and reasoning.</span></div>
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<span class="" style="-webkit-font-kerning: none;">— Using declarative domain knowledge to guide the design of learning models,</span></div>
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<span class="" style="-webkit-font-kerning: none;"> ◦ Including feature extraction, model selection, dependency structure and deep learning architecture.</span></div>
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<span class="" style="-webkit-font-kerning: none;">— Structure Learning and automation of hyper-parameter tuning.</span></div>
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<span class="" style="-webkit-font-kerning: none;">— Design and representation of complex learning and inference models.</span></div>
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<span class="" style="-webkit-font-kerning: none;">— The interface for learning-based programming,</span></div>
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<span class="" style="-webkit-font-kerning: none;"> ◦ Either in the form of programming languages, declarations, frameworks, libraries or graphical user interfaces.</span></div>
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<span class="" style="-webkit-font-kerning: none;">— Storage and retrieval of trained learning models in a flexible way to facilitate incremental learning.</span></div>
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<span class="" style="-webkit-font-kerning: none;">— Related applications in Natural language processing, Computer vision, Bioinformatics, Computational biology, etc.</span></div>
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<span class="" style="-webkit-font-kerning: none;">IMPORTANT DATES</span></div>
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<span class="" style="-webkit-font-kerning: none;">• Submission Deadline: May 8th, 2017</span></div>
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<span class="" style="-webkit-font-kerning: none;">• Notification: June 5th, 2017</span></div>
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<span class="" style="-webkit-font-kerning: none;">• Workshop Days: August 19th-20th, 2017</span></div>
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<span class="" style="-webkit-font-kerning: none;">SUBMISSION AND SELECTION PROCESS</span></div>
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<span class="" style="-webkit-font-kerning: none;">We encourage contributions with either a technical paper (IJCAI style, 6 pages without references), a position statement (IJCAI style, 2 pages maximum) or an abstract of a published work. IJCAI Style files
available <a href="http://ijcai-17.org/FormattingGuidelinesIJCAI-17.zip" class=""><span class="" style="-webkit-font-kerning: none; color: rgb(30, 107, 184);">here</span></a></span><span class="" style="-webkit-font-kerning: none; color: rgb(30, 107, 184);"> [<a href="http://ijcai-17.org/FormattingGuidelinesIJCAI-17.zip" class="">http://ijcai-17.org/FormattingGuidelinesIJCAI-17.zip</a>]</span><span class="" style="-webkit-font-kerning: none;">.
Please make submissions via EasyChair, <a href="https://easychair.org/conferences/?conf=delbp2017" class=""><span class="" style="-webkit-font-kerning: none; color: rgb(30, 107, 184);">here</span></a></span><span class="" style="-webkit-font-kerning: none; color: rgb(30, 107, 184);"> [<a href="https://easychair.org/conferences/?conf=delbp2017" class="">https://easychair.org/conferences/?conf=delbp2017</a>]</span><span class="" style="-webkit-font-kerning: none;">.</span></div>
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<span class="" style="-webkit-font-kerning: none;">PROGRAM COMMITTEE </span></div>
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<span class="" style="-webkit-font-kerning: none;"> <a href="http://people.cs.kuleuven.be/%7Eguy.vandenbroeck/" class=""><span class="" style="-webkit-font-kerning: none;">Guy Van den Broeck</span></a>, University of California, Los Angeles</span></div>
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<span class="" style="-webkit-font-kerning: none;"> <a href="http://sameersingh.org/" class=""><span class="" style="-webkit-font-kerning: none;">Sameer Singh</span></a>, University of California, Irvine</span></div>
<div class="" style="margin: 0px; text-align: justify; font-size: 13px; line-height: normal; font-family: Arial; color: rgb(1, 0, 0);">
<span class="" style="-webkit-font-kerning: none;"> <a href="http://www.gelberpfeffer.net/avi" class=""><span class="" style="-webkit-font-kerning: none;">Avi Pfeffer</span></a>, Charles River Analytics</span></div>
<div class="" style="margin: 0px; text-align: justify; font-size: 13px; line-height: normal; font-family: Arial; color: rgb(0, 105, 217);">
<span class="" style="-webkit-font-kerning: none; color: rgb(1, 0, 0);"> <a href="http://www.ai.sri.com/%7Ebraz/" class=""><span class="" style="-webkit-font-kerning: none;">Rodrigo de Salvo Braz</span></a>, SRI International</span></div>
<div class="" style="margin: 0px; text-align: justify; font-size: 13px; line-height: normal; font-family: Arial; color: rgb(1, 0, 0);">
<span class="" style="-webkit-font-kerning: none;"> <a href="https://people.cs.kuleuven.be/~tias.guns/" class="">Tias Guns</a>, Vrije University of Brussels</span></div>
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<span class="" style="-webkit-font-kerning: none;"> <a href="http://christos-c.com" class="">Christos Christodoulopoulos</a>, Amazon Cambridge, UK</span></div>
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<span class="" style="-webkit-font-kerning: none;"> <a href="https://www.cs.ucsb.edu/~william/" class="">William Wang</a>, University of California, Santa Barbara</span></div>
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<span class="" style="-webkit-font-kerning: none;"> <a href="http://www.cs.virginia.edu/~kc2wc/" class="">Kai-Wei Chang</a>, University of Virginia </span></div>
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<span class="" style="-webkit-font-kerning: none;"><span style="color: rgb(1, 7, 9); font-family: 'Open Sans', 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; background-color: rgb(255, 255, 255);" class=""> Martin Mladenov, </span><span style="color: rgb(1, 7, 9); font-family: 'Open Sans', 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; background-color: rgb(255, 255, 255);" class="">Technical
University of Dortmund</span></span></div>
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<a href="http://www.riedelcastro.org/" style="box-sizing: border-box; color: rgb(30, 107, 184); text-decoration: none; margin-top: 0px; font-family: 'Open Sans', 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; text-align: left;" class="">Sebastian
Riedel</a>, <span class="" style="-webkit-font-kerning: none;"></span><span style="color: rgb(1, 7, 9); font-family: 'Open Sans', 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; background-color: rgb(255, 255, 255);" class="">University College
London</span></div>
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<span class="" style="-webkit-font-kerning: none;">ORGANIZING COMMITTEE </span></div>
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<span class="" style="text-decoration: underline; -webkit-font-kerning: none; color: rgb(0, 105, 217);"><a href="http://people.cs.kuleuven.be/%7Eparisa.kordjamshidi/" class="">Parisa Kordjamshidi</a>,</span><span class="" style="-webkit-font-kerning: none;">
Tulane University, IHMC</span></div>
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<span class="" style="-webkit-font-kerning: none;"><a href="http://l2r.cs.uiuc.edu/" class=""><span class="" style="-webkit-font-kerning: none;">Dan Roth</span></a></span><span class="" style="text-decoration: underline; -webkit-font-kerning: none; color: rgb(0, 105, 217);">,</span><span class="" style="-webkit-font-kerning: none;">
University of Illinois at Urbana-Champaign</span></div>
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<span class="" style="-webkit-font-kerning: none;"><a href="http://www.ccs.neu.edu/home/jwvdm/" class="">Jan-Willem Van den Meent</a>, Northeastern University</span></div>
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<span class="" style="-webkit-font-kerning: none;"><a href="https://www.cs.purdue.edu/homes/dgoldwas/" class="">Dan Goldwasser</a>, Purdue University</span></div>
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<span class="" style="-webkit-font-kerning: none;"><a href="http://www.hlt.utdallas.edu/~vgogate/" class="">Vibhav Gogate</a>, University of Texas at Dallas</span></div>
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<span class="" style="-webkit-font-kerning: none;"><a href="http://www-ai.cs.uni-dortmund.de/PERSONAL/kersting.html" class="">Kristian Kersting</a>, TU Dortmund University</span></div>
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<span class="" style="-webkit-font-kerning: none;">CONTACT </span></div>
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<span class="" style="text-decoration: underline; -webkit-font-kerning: none; color: rgb(0, 105, 217);"><a href="mailto:delbp-2@googlegroups.com" class="">delbp-2@googlegroups.com</a></span><span class="" style="-webkit-font-kerning: none;"> (Organization Committee)</span></div>
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<span class="" style="text-decoration: underline; -webkit-font-kerning: none;"><a href="mailto:pkordjam@tulane.edu" class="">pkordjam@tulane.edu</a></span></div>
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<span class="" style="-webkit-font-kerning: none;">Please circulate this CFP among your colleagues and students.</span></div>
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Kordjamshidi, Parisa<br class="">
Assistant Professor <br class="">
CS Department at Tulane University
<div class="">Research Scientist at <a href="https://www.ihmc.us/" class="">IHMC</a> </div>
<div class=""><a href="http://www.cs.tulane.edu/~pkordjam/" class="">Homepage</a><br class="">
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<div class="">-------------------------------------------<br class="">
Kordjamshidi, Parisa<br class="">
Assistant Professor <br class="">
CS Department at Tulane University
<div class="">Research Scientist at <a href="https://www.ihmc.us" class="">IHMC</a> </div>
<div class=""><a href="http://www.cs.tulane.edu/~pkordjam/" class="">Homepage</a><br class="">
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