Institute of Theoretical Computer Science Graz University of Technology
Publications
2023
Conference/Workshop Article
Christian Toth, Lars Lorch, Christian Knoll, Andreas Krause, Franz Pernkopf, Robert Peharz and Julius von KügelgenActive Bayesian Causal InferenceAdvances in Neural Information Processing Systems Show publication in PURE
Alvaro H.C. Correia, Gennaro Gala, Erik Quaeghebeur, Cassio de Campos and Robert PeharzContinuous Mixtures of Tractable Probabilistic ModelsProceedings of the 37th AAAI Conference on Artificial Intelligence, AAAI 2023 7244-7252Show publication in PURE
2022
Journal Article
Xiaoting Shao, Alejandro Molina, Antonio Vergari, Karl Stelzner, Robert Peharz, Thomas Liebig and Kristian KerstingConditional sum-product networksShow publication in PURE
2020
Conference/Workshop Article
Alvaro H. C. Correia, Robert Peharz and Cassio P. de CamposJoints in Random Forests.Advances in Neural Information Processing Systems 33Show publication in PURE
Ricky Maulana Fajri, Samaneh Khoshrou, Robert Peharz and Mykola PechenizkiyPS3: Partition-Based Skew-Specialized Sampling for Batch Mode Active Learning in Imbalanced Text Data.ECML PKDD 2020. Lecture Notes in Computer Science.68-84Show publication in PURE
Robert Peharz, Steven Lang, Antonio Vergari, Karl Stelzner, Alejandro Molina, Martin Trapp, Guy Van den Broeck, Kristian Kersting and Zoubin GhahramaniEinsum Networks: Fast and Scalable Learning of Tractable Probabilistic Circuits.International Conference on Machine Learning, PMLR 1197563-7574Show publication in PURE
2019
Conference/Workshop Article
Karl Stelzner, Robert Peharz and Kristian KerstingFaster attend-infer-repeat with tractable probabilistic models36th International Conference on Machine Learning, ICML 2019Show publication in PURE
Ping Liang Tan and Robert PeharzHierarchical decompositional mixtures of variational autoencoders36th International Conference on Machine Learning, ICML 2019Show publication in PURE
Marton Havasi, Robert Peharz and José Miguel Hernández-LobatoMinimal random code learningInternational Conference on Learning RepresentationsShow publication in PURE
Antonio Vergari, Alejandro Molina, Robert Peharz, Zoubin Ghahramani, Kristian Kersting and Isabel ValeraAutomatic Bayesian Density AnalysisProceedings of The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI-19)Show publication in PURE
2018
Conference/Workshop Article
Antonio Vergari, Alejandro Molina, Robert Peharz, Kristian Kersting, Nicola Di Mauro and Floriana EspositoSum-product autoencoding32nd AAAI Conference on Artificial Intelligence, AAAI 2018Show publication in PURE
2016
Conference/Workshop Article
F.B. Pokorny, B. W. Schuller, Robert Peharz, Franz Pernkopf, K.D. Bartl-Pokorny, C. Einspieler and P.B. MarschikContributing to the early identification of neurodevelopmental disorders: The retrospective analysis of pre-linguistic vocalisations in home video materialCongreso Internacional Psicologia ClinicaShow publication in PURE
Contact
Ass. Prof. Dipl.-Ing. Dr. techn. Robert Peharz Institute of Theoretical Computer Science Inffeldgasse 16b/I 8010 Graz Austria
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