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probabilistic inference

310 papers

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Co-occurring keywords

graphical model (863) bayesian inference (1904) variational inference (2069) belief propagation (177) bayesian network (378) probabilistic modeling (851) approximate inference (253) markov chain monte carlo (724) lifted inference (46) message passing (578)

Papers

How to Exploit Structure while Solving Weighted Model Integration Problems UAI 2019
Efficient Search-Based Weighted Model Integration UAI 2019
Consistency by Agreement in Zero-Shot Neural Machine Translation NAACL 2019
A Regularized Opponent Model with Maximum Entropy Objective IJCAI 2019
The pywmi Framework and Toolbox for Probabilistic Inference using Weighted Model Integration IJCAI 2019
A neurally plausible model for online recognition and postdiction in a dynamical environment NIPS 2019
On Tractable Computation of Expected Predictions NIPS 2019
On the Hardness of Probabilistic Inference Relaxations AAAI 2019
Polynomial-Time Probabilistic Reasoning with Partial Observations via Implicit Learning in Probability Logics AAAI 2019
Smoothing Structured Decomposable Circuits NIPS 2019
Variational BEJG Solvers for Marginal-MAP Inference with Accurate Approximation of B-Conditional Entropy AAAI 2019
Predicate Exchange: Inference with Declarative Knowledge ICML 2019
Reasoning Visual Dialogs With Structural and Partial Observations CVPR 2019
Deep Convolutional Sum-Product Networks AAAI 2019
Algorithms for the Nearest Assignment Problem IJCAI 2018
Representations of Bayesian networks by low-rank models PGM 2018
Importance Weighting and Variational Inference NIPS 2018
Parallel Probabilistic Inference by Weighted Model Counting PGM 2018
A Unifying View of Geometry, Semantics, and Data Association in SLAM IJCAI 2018
Efficient Symbolic Integration for Probabilistic Inference IJCAI 2018
Parameterised Queries and Lifted Query Answering IJCAI 2018
A probabilistic population code based on neural samples NIPS 2018
From Stochastic Planning to Marginal MAP NIPS 2018
Efficient Localized Inference for Large Graphical Models IJCAI 2018
Bayesian Generalized Kernel Inference for Terrain Traversability Mapping CORL 2018