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26 Results
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Poster
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Tue 7:00 |
Characterizing Distribution Equivalence and Structure Learning for Cyclic and Acyclic Directed Graphs AmirEmad Ghassami · Alan Yang · Negar Kiyavash · Kun Zhang |
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Poster
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Tue 9:00 |
Learning and Sampling of Atomic Interventions from Observations Arnab Bhattacharyya · Sutanu Gayen · Saravanan Kandasamy · Ashwin Maran · Vinodchandran N. Variyam |
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Poster
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Thu 9:00 |
Accelerated Message Passing for Entropy-Regularized MAP Inference Jonathan Lee · Aldo Pacchiano · Peter Bartlett · Michael Jordan |
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Poster
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Thu 7:00 |
Computational and Statistical Tradeoffs in Inferring Combinatorial Structures of Ising Model Ying Jin · Zhaoran Wang · Junwei Lu |
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Poster
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Tue 10:00 |
Influence Diagram Bandits: Variational Thompson Sampling for Structured Bandit Problems Tong Yu · Branislav Kveton · Zheng Wen · Ruiyi Zhang · Ole J. Mengshoel |
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Poster
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Tue 7:00 |
Full Law Identification in Graphical Models of Missing Data: Completeness Results Razieh Nabi · Rohit Bhattacharya · Ilya Shpitser |
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Poster
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Thu 13:00 |
Amortised Learning by Wake-Sleep Li Kevin Wenliang · Theodore Moskovitz · Heishiro Kanagawa · Maneesh Sahani |
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Poster
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Wed 8:00 |
Scaling up Hybrid Probabilistic Inference with Logical and Arithmetic Constraints via Message Passing Zhe Zeng · Paolo Morettin · Fanqi Yan · Antonio Vergari · Guy Van den Broeck |
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Workshop
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Fri 1:45 |
Learning with Missing Values Julie Josse · Jes Frellsen · Pierre-Alexandre Mattei · Gael Varoquaux |
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Poster
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Thu 6:00 |
Empirical Study of the Benefits of Overparameterization in Learning Latent Variable Models Rares-Darius Buhai · Yoni Halpern · Yoon Kim · Andrej Risteski · David Sontag |
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Poster
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Wed 12:00 |
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 |
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Poster
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Wed 9:00 |
Fast and Consistent Learning of Hidden Markov Models by Incorporating Non-Consecutive Correlations Robert Mattila · Cristian R. Rojas · Eric Moulines · Vikram Krishnamurthy · Bo Wahlberg |