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probabilistic inference

310 papers

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Co-occurring keywords

graphical model (863) bayesian inference (1904) variational inference (2069) belief propagation (177) bayesian network (378) probabilistic modeling (851) approximate inference (253) markov chain monte carlo (724) lifted inference (46) message passing (578)

Papers

Multiview Shape and Reflectance from Natural Illumination CVPR 2014
Spatio-temporal Representations of Uncertainty in Spiking Neural Networks NIPS 2014
Scaling-up Importance Sampling for Markov Logic Networks NIPS 2014
Fast Sampling-Based Inference in Balanced Neuronal Networks NIPS 2014
Making Pairwise Binary Graphical Models Attractive NIPS 2014
Efficient Inference for Complex Queries on Complex Distributions AISTATS 2014
Low-density Parity Constraints for Hashing-Based Discrete Integration ICML 2014
Distributed Stochastic Gradient MCMC ICML 2014
Inferning with High Girth Graphical Models ICML 2014
PatchMatch Based Joint View Selection and Depthmap Estimation CVPR 2014
Sampling for Inference in Probabilistic Models with Fast Bayesian Quadrature NIPS 2014
Sequential Monte Carlo for Graphical Models NIPS 2014
Clamping Variables and Approximate Inference NIPS 2014
New Rules for Domain Independent Lifted MAP Inference NIPS 2014
An inclusion optimal algorithm for chain graph structure learning AISTATS 2014
Learning Optimal Bounded Treewidth Bayesian Networks via Maximum Satisfiability AISTATS 2014
Efficient Continuous-Time Markov Chain Estimation ICML 2014
Learning the Irreducible Representations of Commutative Lie Groups ICML 2014
Iterative Neural Autoregressive Distribution Estimator NADE-k NIPS 2014
Bayes Merging of Multiple Vocabularies for Scalable Image Retrieval CVPR 2014
What do row and column marginals reveal about your dataset? NIPS 2013
A Variational Approximation for Topic Modeling of Hierarchical Corpora ICML 2013
Learning Semantic Maps from Natural Language Descriptions RSS 2013
Demixing odors - fast inference in olfaction NIPS 2013
Learning and using language via recursive pragmatic reasoning about other agents NIPS 2013