conftrace_

inference algorithm

49 papers

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Co-occurring keywords

graphical model (864) markov random field (303) probabilistic graphical model (226) probabilistic inference (312) structured prediction (396) probabilistic modeling (852) probabilistic programming (87) combinatorial optimization (1039) neural network (6616) bayesian network (378)

Papers

Tractable Operations for Arithmetic Circuits of Probabilistic Models NIPS 2016
Provable Algorithms for Inference in Topic Models ICML 2016
Complexity of Representation and Inference in Compositional Models with Part Sharing JMLR 2016
How Hard is Inference for Structured Prediction? ICML 2015
A Spectral Algorithm for Inference in Hidden semi-Markov Models AISTATS 2015
Adaptive Belief Propagation ICML 2015
Augur: Data-Parallel Probabilistic Modeling NIPS 2014
Loopy Belief Propagation in the Presence of Determinism AISTATS 2014
Multi Label Generic Cuts: Optimal Inference in Multi Label Multi Clique MRF-MAP Problems CVPR 2014
Inference by Learning: Speeding-up Graphical Model Optimization via a Coarse-to-Fine Cascade of Pruning Classifiers NIPS 2014
A Compilation Target for Probabilistic Programming Languages ICML 2014
Just-In-Time Learning for Fast and Flexible Inference NIPS 2014
Structured Learning via Logistic Regression NIPS 2013
A Comparative Study of Modern Inference Techniques for Discrete Energy Minimization Problems CVPR 2013
Marginals-to-Models Reducibility NIPS 2013
Approximate Inference by Intersecting Semidefinite Bound and Local Polytope AISTATS 2012
Nonstandard Interpretations of Probabilistic Programs for Efficient Inference NIPS 2011
Worst-case bounds on the quality of max-product fixed-points NIPS 2010
Conditional Random Fields with High-Order Features for Sequence Labeling NIPS 2009
An LP View of the M-best MAP problem NIPS 2009
Riffled Independence for Ranked Data NIPS 2009
Cautious Collective Classification JMLR 2009
Adaptive Embedded Subgraph Algorithms using Walk-Sum Analysis NIPS 2007
Collective Inference on Markov Models for Modeling Bird Migration NIPS 2007