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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

Deep Structured Mixtures of Gaussian Processes AISTATS 2020
Approximate Inference with Wasserstein Gradient Flows AISTATS 2020
Asymptotic Consistency of $\alpha$-{R}ényi-Approximate Posteriors JMLR 2020
Regularized Gaussian Belief Propagation with Nodes of Arbitrary Size JMLR 2020
Approximate Weighted First-Order Model Counting: Exploiting Fast Approximate Model Counters and Symmetry IJCAI 2020
Stochastic Stein Discrepancies NIPS 2020
Lifted Message Passing for Hybrid Probabilistic Inference IJCAI 2019
Benchmarking Approximate Inference Methods for Neural Structured Prediction NAACL 2019
A Simple Baseline for Bayesian Uncertainty in Deep Learning NIPS 2019
Approximate Inference Turns Deep Networks into Gaussian Processes NIPS 2019
Learning Diverse Bayesian Networks AAAI 2019
Bayesian leave-one-out cross-validation for large data ICML 2019
Block Belief Propagation for Parameter Learning in Markov Random Fields AAAI 2019
Interleave Variational Optimization with Monte Carlo Sampling: A Tale of Two Approximate Inference Paradigms AAAI 2019
Thompson Sampling and Approximate Inference NIPS 2019
A Weighted Mini-Bucket Bound for Solving Influence Diagram UAI 2019
Approximate Inference in Structured Instances with Noisy Categorical Observations UAI 2019
One-Shot Marginal MAP Inference in Markov Random Fields UAI 2019
Conditional Expectation Propagation UAI 2019
Spectral Approximate Inference ICML 2019
On Lifted Inference Using Neural Embeddings AAAI 2019
Amortized Bethe Free Energy Minimization for Learning MRFs NIPS 2019
Train and Test Tightness of LP Relaxations in Structured Prediction JMLR 2019
Optimality of Approximate Inference Algorithms on Stable Instances AISTATS 2018
Collective Entity Disambiguation with Structured Gradient Tree Boosting NAACL 2018