Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Alejandro Molina

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: 

  Access Paper or Ask Questions

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

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

Random Sum-Product Forests with Residual Links

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

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

Model-based Approximate Query Processing

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

  Access Paper or Ask Questions

Automatic Bayesian Density Analysis

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

  Access Paper or Ask Questions

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

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

Coresets for Dependency Networks

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

* 16 pages, 3 figures 

  Access Paper or Ask Questions

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) 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions