exact inference

Efficient and Exact MAP-MRF Inference using Branch and Bound AISTATS 2012 Lifted Variable Elimination with Arbitrary Constraints AISTATS 2012 Low rank continuous-space graphical models AISTATS 2012 MAP Inference in Chains using Column Generation NeurIPS 2012 Adaptive Exact Inference in Graphical Models JMLR 2011 Facial Expression Transfer with Input-Output Temporal Restricted Boltzmann Machines NeurIPS 2011 Switch-Reset Models : Exact and Approximate Inference AISTATS 2011 Evidence-Specific Structures for Rich Tractable CRFs NeurIPS 2010 Exact inference and learning for cumulative distribution functions on loopy graphs NeurIPS 2010 Exploiting Within-Clique Factorizations in Junction-Tree Algorithms AISTATS 2010 Inference with Multivariate Heavy-Tails in Linear Models NeurIPS 2010 Lifted Inference Seen from the Other Side : The Tractable Features NeurIPS 2010 More data means less inference: A pseudo-max approach to structured learning NeurIPS 2010 Polynomial-Time Exact Inference in NP-Hard Binary MRFs via Reweighted Perfect Matching AISTATS 2010 Structured Determinantal Point Processes NeurIPS 2010 Efficient Exact Inference in Planar Ising Models NeurIPS 2008 The Recurrent Temporal Restricted Boltzmann Machine NeurIPS 2008 Efficient Principled Learning of Thin Junction Trees NeurIPS 2007 Exact Bayesian Structure Discovery in Bayesian Networks JMLR 2004