Molina, Alejandro

12 publications

ICLR 2024 Adaptive Rational Activations to Boost Deep Reinforcement Learning Quentin Delfosse, Patrick Schramowski, Martin Mundt, Alejandro Molina, Kristian Kersting

PGM 2020 Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architectures Xiaoting Shao, Alejandro Molina, Antonio Vergari, Karl Stelzner, Robert Peharz, Thomas Liebig, Kristian Kersting

ICML 2020 Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic Circuits Robert Peharz, Steven Lang, Antonio Vergari, Karl Stelzner, Alejandro Molina, Martin Trapp, Guy Van Den Broeck, Kristian Kersting, Zoubin Ghahramani

ICLR 2020 Padé Activation Units: End-to-End Learning of Flexible Activation Functions in Deep Networks Alejandro Molina, Patrick Schramowski, Kristian Kersting

PGM 2020 Residual Sum-Product Networks Fabrizio Ventola, Karl Stelzner, Alejandro Molina, Kristian Kersting

AAAI 2019 Automatic Bayesian Density Analysis Antonio Vergari, Alejandro Molina, Robert Peharz, Zoubin Ghahramani, Kristian Kersting, Isabel Valera

UAI 2019 Random Sum-Product Networks: A Simple and Effective Approach to Probabilistic Deep Learning Robert Peharz, Antonio Vergari, Karl Stelzner, Alejandro Molina, Xiaoting Shao, Martin Trapp, Kristian Kersting, Zoubin Ghahramani

AAAI 2018 Core Dependency Networks Alejandro Molina, Alexander Munteanu, Kristian Kersting

AAAI 2018 Mixed Sum-Product Networks: A Deep Architecture for Hybrid Domains Alejandro Molina, Antonio Vergari, Nicola Di Mauro, Sriraam Natarajan, Floriana Esposito, Kristian Kersting

AAAI 2018 Sum-Product Autoencoding: Encoding and Decoding Representations Using Sum-Product Networks Antonio Vergari, Robert Peharz, Nicola Di Mauro, Alejandro Molina, Kristian Kersting, Floriana Esposito

AAAI 2017 Poisson Sum-Product Networks: A Deep Architecture for Tractable Multivariate Poisson Distributions Alejandro Molina, Sriraam Natarajan, Kristian Kersting

MLJ 2015 Poisson Dependency Networks: Gradient Boosted Models for Multivariate Count Data Fabian Hadiji, Alejandro Molina, Sriraam Natarajan, Kristian Kersting