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Interventional Sum-Product Networks: Causal Inference with Tractable Probabilistic Models


Feb 23, 2021
Matej Zečević, Devendra Singh Dhami, Athresh Karanam, Sriraam Natarajan, Kristian Kersting

* Main paper: 8 pages, References: 2 pages, Appendix: 4 pages. Main paper: 4 figures, Appendix: 3 figures 

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Recurrent Rational Networks


Feb 18, 2021
Quentin Delfosse, Patrick Schramowski, Alejandro Molina, Kristian Kersting

* Main paper: 8 pages, References: 2 pages, Appendix: 5 pages. Main paper: 6 figures, Appendix: 5 figures. Rational Activation Functions repository: https://github.com/ml-research/rational_activations Rational Supervised Learning: https://github.com/ml-research/rational_sl Rational Reinforcement Learning: https://github.com/ml-research/rational_rl 

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Monte-Carlo Graph Search for AlphaZero


Dec 20, 2020
Johannes Czech, Patrick Korus, Kristian Kersting

* 11 pages, 7 figures, 3 tables 

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Rule Extraction from Binary Neural Networks with Convolutional Rules for Model Validation


Dec 15, 2020
Sophie Burkhardt, Jannis Brugger, Nicolas Wagner, Zahra Ahmadi, Kristian Kersting, Stefan Kramer


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Right for the Right Concept: Revising Neuro-Symbolic Concepts by Interacting with their Explanations


Dec 14, 2020
Wolfgang Stammer, Patrick Schramowski, Kristian Kersting


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TUDataset: A collection of benchmark datasets for learning with graphs


Jul 16, 2020
Christopher Morris, Nils M. Kriege, Franka Bause, Kristian Kersting, Petra Mutzel, Marion Neumann

* ICML 2020 workshop "Graph Representation Learning and Beyond" 

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Fitted Q-Learning for Relational Domains


Jun 10, 2020
Srijita Das, Sriraam Natarajan, Kaushik Roy, Ronald Parr, Kristian Kersting

* 10 pages, 12 figures 

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Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic Circuits


Apr 13, 2020
Robert Peharz, Steven Lang, Antonio Vergari, Karl Stelzner, Alejandro Molina, Martin Trapp, Guy Van den Broeck, Kristian Kersting, Zoubin Ghahramani


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CryptoSPN: Privacy-preserving Sum-Product Network Inference


Feb 03, 2020
Amos Treiber, Alejandro Molina, Christian Weinert, Thomas Schneider, Kristian Kersting

* Accepted for publication at ECAI'20. Please cite the conference version of this paper 

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Right for the Wrong Scientific Reasons: Revising Deep Networks by Interacting with their Explanations


Jan 31, 2020
Patrick Schramowski, Wolfgang Stammer, Stefano Teso, Anna Brugger, Xiaoting Shao, Hans-Georg Luigs, Anne-Katrin Mahlein, Kristian Kersting

* arXiv admin note: text overlap with arXiv:1805.08578 

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BERT has a Moral Compass: Improvements of ethical and moral values of machines


Dec 11, 2019
Patrick Schramowski, Cigdem Turan, Sophie Jentzsch, Constantin Rothkopf, Kristian Kersting


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Structured Object-Aware Physics Prediction for Video Modeling and Planning


Oct 06, 2019
Jannik Kossen, Karl Stelzner, Marcel Hussing, Claas Voelcker, Kristian Kersting


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Neural Networks for Relational Data


Aug 28, 2019
Navdeep Kaur, Gautam Kunapuli, Saket Joshi, Kristian Kersting, Sriraam Natarajan

* 15 pages, 2 figures. To appear in the proceedings of 29th International Conference on Inductive Logic Programming 

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Learning to play the Chess Variant Crazyhouse above World Champion Level with Deep Neural Networks and Human Data


Aug 22, 2019
Johannes Czech, Moritz Willig, Alena Beyer, Kristian Kersting, Johannes Fürnkranz

* 35 pages, 19 figures, 14 tables 

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Random Sum-Product Forests with Residual Links


Aug 08, 2019
Fabrizio Ventola, Karl Stelzner, Alejandro Molina, Kristian Kersting


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Padé Activation Units: End-to-end Learning of Flexible Activation Functions in Deep Networks


Jul 15, 2019
Alejandro Molina, Patrick Schramowski, Kristian Kersting

* 12 Pages, 6 Figures 

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Declarative Learning-Based Programming as an Interface to AI Systems


Jun 18, 2019
Parisa Kordjamshidi, Dan Roth, Kristian Kersting


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Neural-Symbolic Argumentation Mining: an Argument in Favour of Deep Learning and Reasoning


May 31, 2019
Andrea Galassi, Kristian Kersting, Marco Lippi, Xiaoting Shao, Paolo Torroni


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Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architectures


May 21, 2019
Xiaoting Shao, Alejandro Molina, Antonio Vergari, Karl Stelzner, Robert Peharz, Thomas Liebig, Kristian Kersting

* 13 pages, 6 figures 

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Was ist eine Professur fuer Kuenstliche Intelligenz?


Feb 17, 2019
Kristian Kersting, Jan Peters, Constantin Rothkopf

* in German 

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SPFlow: An Easy and Extensible Library for Deep Probabilistic Learning using Sum-Product Networks


Jan 11, 2019
Alejandro Molina, Antonio Vergari, Karl Stelzner, Robert Peharz, Pranav Subramani, Nicola Di Mauro, Pascal Poupart, Kristian Kersting

* 4 pages, 1 figure, code 

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Model-based Approximate Query Processing


Nov 15, 2018
Moritz Kulessa, Alejandro Molina, Carsten Binnig, Benjamin Hilprecht, Kristian Kersting


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Automatic Bayesian Density Analysis


Oct 03, 2018
Antonio Vergari, Alejandro Molina, Robert Peharz, Zoubin Ghahramani, Kristian Kersting, Isabel Valera


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Structure Learning for Relational Logistic Regression: An Ensemble Approach


Aug 06, 2018
Nandini Ramanan, Gautam Kunapuli, Tushar Khot, Bahare Fatemi, Seyed Mehran Kazemi, David Poole, Kristian Kersting, Sriraam Natarajan


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Neural Conditional Gradients


Jul 30, 2018
Patrick Schramowski, Christian Bauckhage, Kristian Kersting

* arXiv admin note: text overlap with arXiv:1610.05120 by other authors 

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