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Boolean Decision Rules for Reinforcement Learning Policy Summarisation


Jul 18, 2022
James McCarthy, Rahul Nair, Elizabeth Daly, Radu Marinescu, Ivana Dusparic


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Contrastive Explanations for Comparing Preferences of Reinforcement Learning Agents


Dec 17, 2021
Jasmina Gajcin, Rahul Nair, Tejaswini Pedapati, Radu Marinescu, Elizabeth Daly, Ivana Dusparic

* 7 pages, 3 figures 

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Logical Credal Networks


Sep 25, 2021
Haifeng Qian, Radu Marinescu, Alexander Gray, Debarun Bhattacharjya, Francisco Barahona, Tian Gao, Ryan Riegel, Pravinda Sahu


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Designing Machine Learning Pipeline Toolkit for AutoML Surrogate Modeling Optimization


Jul 14, 2021
Paulito P. Palmes, Akihiro Kishimoto, Radu Marinescu, Parikshit Ram, Elizabeth Daly


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Generating Dialogue Agents via Automated Planning


Feb 02, 2019
Adi Botea, Christian Muise, Shubham Agarwal, Oznur Alkan, Ondrej Bajgar, Elizabeth Daly, Akihiro Kishimoto, Luis Lastras, Radu Marinescu, Josef Ondrej, Pablo Pedemonte, Miroslav Vodolan

* Accepted at the AAAI-2019 DEEP-DIAL workshop 

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AND/OR Multi-Valued Decision Diagrams (AOMDDs) for Graphical Models


Jan 15, 2014
Robert Mateescu, Rina Dechter, Radu Marinescu

* Journal Of Artificial Intelligence Research, Volume 33, pages 465-519, 2008 

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Systematic vs. Non-systematic Algorithms for Solving the MPE Task


Oct 19, 2012
Radu Marinescu, Kalev Kask, Rina Dechter

* Appears in Proceedings of the Nineteenth Conference on Uncertainty in Artificial Intelligence (UAI2003) 

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Multi-objective Influence Diagrams


Oct 16, 2012
Radu Marinescu, Abdul Razak, Nic Wilson

* Appears in Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial Intelligence (UAI2012) 

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Best-First AND/OR Search for Most Probable Explanations


Jun 20, 2012
Radu Marinescu, Rina Dechter

* Appears in Proceedings of the Twenty-Third Conference on Uncertainty in Artificial Intelligence (UAI2007) 

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