exact inference

Counting the Optimal Solutions in Graphical Models NeurIPS 2019 Exact Gaussian Processes on a Million Data Points NeurIPS 2019 Exact inference in structured prediction NeurIPS 2019 On NMT Search Errors and Model Errors: Cat Got Your Tongue? EMNLP 2019 Random Sum-Product Networks: A Simple and Effective Approach to Probabilistic Deep Learning UAI 2019 Structured Bayesian Networks: From Inference to Learning with Routes AAAI 2019 An Empirical Study of Methods for SPN Learning and Inference PGM 2018 Approximate Knowledge Compilation by Online Collapsed Importance Sampling NeurIPS 2018 Compact Representation of Uncertainty in Clustering NeurIPS 2018 Improving Coverage and Runtime Complexity for Exact Inference in Non-Projective Transition-Based Dependency Parsers NAACL 2018 Learning in Integer Latent Variable Models with Nested Automatic Differentiation ICML 2018 Exact Inference for Integer Latent-Variable Models ICML 2017 Labeling Gaps Between Words: Recognizing Overlapping Mentions with Mention Separators EMNLP 2017 On Relaxing Determinism in Arithmetic Circuits ICML 2017 Probabilistic Inference in Hybrid Domains IJCAI 2017 Weighted Model Integration with Orthogonal Transformations IJCAI 2017 Collapsed Variational Inference for Sum-Product Networks ICML 2016 Exact Inference on Conditional Linear Γ-Gaussian Bayesian Networks PGM 2016 Multi-Label Classification with Cutset Networks PGM 2016 On Bayesian Network Inference with Simple Propagation PGM 2016 Probabilistic Inference with Generating Functions for Poisson Latent Variable Models NeurIPS 2016 Parallel Recursive Best-First AND/OR Search for Exact MAP Inference in Graphical Models NeurIPS 2015 Reified Context Models ICML 2015 Learning Markov Networks With Arithmetic Circuits AISTATS 2013 Discriminative Learning of Sum-Product Networks NeurIPS 2012