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approximate inference

253 papers

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Also known as

EM

Co-occurring keywords

variational inference (2069) graphical model (863) bayesian inference (1904) belief propagation (177) gaussian process (1198) probabilistic inference (310) expectation propagation (86) message passing (578) probabilistic graphical model (226) markov chain monte carlo (724)

Papers

Scalable approximate Bayesian inference for particle tracking data ICML 2018
Lifted Weighted Mini-Bucket NIPS 2018
Collective Entity Disambiguation with Structured Gradient Tree Boosting NAACL 2018
Graphical model inference: Sequential Monte Carlo meets deterministic approximations NIPS 2018
Sound Abstraction and Decomposition of Probabilistic Programs ICML 2018
Stein Variational Gradient Descent Without Gradient ICML 2018
Bucket Renormalization for Approximate Inference ICML 2018
Streamlining Variational Inference for Constraint Satisfaction Problems NIPS 2018
Variational Bayesian dropout: pitfalls and fixes ICML 2018
Accelerating Cross-Validation in Multinomial Logistic Regression with $\ell_1$-Regularization JMLR 2018
Bidirectional Beam Search: Forward-Backward Inference in Neural Sequence Models for Fill-In-The-Blank Image Captioning CVPR 2017
Enabling Robots to Communicate Their Objectives RSS 2017
Tensor Belief Propagation ICML 2017
Unbounded cache model for online language modeling with open vocabulary NIPS 2017
Local Perturb-and-MAP for Structured Prediction AISTATS 2017
A Learning Error Analysis for Structured Prediction with Approximate Inference NIPS 2017
A Unifying Framework for Gaussian Process Pseudo-Point Approximations using Power Expectation Propagation JMLR 2017
Scalable Multi-Class Gaussian Process Classification using Expectation Propagation ICML 2017
Information Projection and Approximate Inference for Structured Sparse Variables AISTATS 2017
A Divergence Bound for Hybrids of MCMC and Variational Inference and an Application to Langevin Dynamics and SGVI ICML 2017
Tight Variational Bounds via Random Projections and I-Projections AISTATS 2016
Survey Propagation beyond Constraint Satisfaction Problems AISTATS 2016
Chained Gaussian Processes AISTATS 2016
Dual Control for Approximate Bayesian Reinforcement Learning JMLR 2016
Semiparametric Mean Field Variational Bayes: General Principles and Numerical Issues JMLR 2016