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partition function

81 papers

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Co-occurring keywords

graphical model (864) variational inference (2069) belief propagation (177) approximate inference (253) probabilistic inference (312) importance sampling (318) markov random field (303) energy-based model (251) markov chain monte carlo (725) ising model (85)

Papers

Bucket Renormalization for Approximate Inference ICML 2018
Conditional Noise-Contrastive Estimation of Unnormalised Models ICML 2018
A Faster Approximation Algorithm for the Gibbs Partition Function COLT 2018
Gauged Mini-Bucket Elimination for Approximate Inference AISTATS 2018
Compact Representation of Uncertainty in Clustering NIPS 2018
Lost Relatives of the Gumbel Trick ICML 2017
Markov Chain Truncation for Doubly-Intractable Inference AISTATS 2017
Dynamic Importance Sampling for Anytime Bounds of the Partition Function NIPS 2017
Gauging Variational Inference NIPS 2017
Variational Particle Approximations JMLR 2017
Efficient Inference for Untied MLNs IJCAI 2017
A Lower Bound on the Partition Function of Attractive Graphical Models in the Continuous Case AISTATS 2017
Cooperative Graphical Models NIPS 2016
Tight Variational Bounds via Random Projections and I-Projections AISTATS 2016
How to calculate partition functions using convex programming hierarchies: provable bounds for variational methods COLT 2016
Bethe Learning of Graphical Models via MAP Decoding AISTATS 2016
Bayesian Generalised Ensemble Markov Chain Monte Carlo AISTATS 2016
Stochastic Discrete Clenshaw-Curtis Quadrature ICML 2016
Uprooting and Rerooting Graphical Models ICML 2016
Partition Functions from Rao-Blackwellized Tempered Sampling ICML 2016
Approximate maximum entropy principles via Goemans-Williamson with applications to provable variational methods NIPS 2016
Submodular Point Processes with Applications to Machine learning AISTATS 2015
Probabilistic Variational Bounds for Graphical Models NIPS 2015
Accurate and conservative estimates of MRF log-likelihood using reverse annealing AISTATS 2015
Higher-Order Inference for Multi-Class Log-Supermodular Models ICCV 2015