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Leveraging Probabilistic Circuits for Nonparametric Multi-Output Regression

Jun 16, 2021
Zhongjie Yu, Mingye Zhu, Martin Trapp, Arseny Skryagin, Kristian Kersting

* Accepted for the 37th Conference on Uncertainty in Artificial Intelligence (UAI 2021) 

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RECOWNs: Probabilistic Circuits for Trustworthy Time Series Forecasting

Jun 08, 2021
Nils Thoma, Zhongjie Yu, Fabrizio Ventola, Kristian Kersting

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Intriguing Parameters of Structural Causal Models

May 29, 2021
Matej Zečević, Devendra Singh Dhami, Kristian Kersting

* Main paper: 9 pages, References: 2 pages, Supplement: 2 pages. Main paper: 3 figures, Supplement: 1 figure 

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User Label Leakage from Gradients in Federated Learning

May 22, 2021
Aidmar Wainakh, Fabrizio Ventola, Till Müßig, Jens Keim, Carlos Garcia Cordero, Ephraim Zimmer, Tim Grube, Kristian Kersting, Max Mühlhäuser

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Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentation

Apr 02, 2021
Karl Stelzner, Kristian Kersting, Adam R. Kosiorek

* 15 pages, 3 figures. For project page with videos, see 

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Language Models have a Moral Dimension

Mar 08, 2021
Patrick Schramowski, Cigdem Turan, Nico Andersen, Constantin Rothkopf, Kristian Kersting

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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: Rational Supervised Learning: Rational Reinforcement Learning: 

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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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