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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

Variable Elimination in the Fourier Domain ICML 2016
Synthesis of MCMC and Belief Propagation NIPS 2016
New Liftable Classes for First-Order Probabilistic Inference NIPS 2016
Dynamic Sum Product Networks for Tractable Inference on Sequence Data PGM 2016
Interacting Particle Markov Chain Monte Carlo ICML 2016
Scalable MAP inference in Bayesian networks based on a Map-Reduce approach PGM 2016
Probabilistic Inference with Generating Functions for Poisson Latent Variable Models NIPS 2016
Unsupervised Learning of 3D Structure from Images NIPS 2016
Attend, Infer, Repeat: Fast Scene Understanding with Generative Models NIPS 2016
Measuring the reliability of MCMC inference with bidirectional Monte Carlo NIPS 2016
Neurally-Guided Procedural Models: Amortized Inference for Procedural Graphics Programs using Neural Networks NIPS 2016
Optimality of Belief Propagation for Crowdsourced Classification ICML 2016
Probabilistic Approximate Least-Squares AISTATS 2016
Constraints Based Convex Belief Propagation NIPS 2016
On the Relationship between Sum-Product Networks and Bayesian Networks ICML 2015
A Hybrid Approach for Probabilistic Inference using Random Projections ICML 2015
Latent Trees for Estimating Intensity of Facial Action Units CVPR 2015
Softstar: Heuristic-Guided Probabilistic Inference NIPS 2015
Exploiting Symmetries to Construct Efficient MCMC Algorithms With an Application to SLAM AISTATS 2015
Synaptic Sampling: A Bayesian Approach to Neural Network Plasticity and Rewiring NIPS 2015
Pushing Forward Marginal MAP with Best-First Search IJCAI 2015
Decomposition Bounds for Marginal MAP NIPS 2015
A Linear Dynamical System Model for Text ICML 2015
Transformation of Markov Random Fields for Marginal Distribution Estimation CVPR 2015
Submodular Point Processes with Applications to Machine learning AISTATS 2015