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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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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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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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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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Perils of Zero-Interaction Security in the Internet of Things


Jan 22, 2019
Mikhail Fomichev, Max Maass, Lars Almon, Alejandro Molina, Matthias Hollick

* Accepted for Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., Vol. 4, No. 1. Will be updated with final version once available 

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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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Probabilistic Deep Learning using Random Sum-Product Networks


Jun 22, 2018
Robert Peharz, Antonio Vergari, Karl Stelzner, Alejandro Molina, Martin Trapp, Kristian Kersting, Zoubin Ghahramani


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Sum-Product Networks for Hybrid Domains


Nov 06, 2017
Alejandro Molina, Antonio Vergari, Nicola Di Mauro, Sriraam Natarajan, Floriana Esposito, Kristian Kersting

* 16 Pages, 5 Figures 

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Coresets for Dependency Networks


Oct 16, 2017
Alejandro Molina, Alexander Munteanu, Kristian Kersting

* 16 pages, 3 figures 

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Algorithmes de classification et d'optimisation: participation du LIA/ADOC á DEFT'14


Feb 21, 2017
Luis Adrián Cabrera-Diego, Stéphane Huet, Bassam Jabaian, Alejandro Molina, Juan-Manuel Torres-Moreno, Marc El-Bèze, Barthélémy Durette

* 8 pages, 3 tables, Conference paper (in French) 

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Machine Learning meets Data-Driven Journalism: Boosting International Understanding and Transparency in News Coverage


Jun 16, 2016
Elena Erdmann, Karin Boczek, Lars Koppers, Gerret von Nordheim, Christian Pölitz, Alejandro Molina, Katharina Morik, Henrik Müller, Jörg Rahnenführer, Kristian Kersting

* presented at 2016 ICML Workshop on #Data4Good: Machine Learning in Social Good Applications, New York, NY 

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Regroupement sémantique de définitions en espagnol


Jan 20, 2015
Gerardo Sierra, Juan-Manuel Torres-Moreno, Alejandro Molina

* 11 pages, in French, 5 figures. Workshop Evaluation des m\'ethodes d'Extraction de Connaissances dans les Donn\'ees EvalECD EGC'10, 2010 Tunis 

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Sentence Compression in Spanish driven by Discourse Segmentation and Language Models


Dec 17, 2012
Alejandro Molina, Juan-Manuel Torres-Moreno, Iria da Cunha, Eric SanJuan, Gerardo Sierra

* 7 pages, 3 tables 

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