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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

Semantic Strengthening of Neuro-Symbolic Learning AISTATS 2023
NSNet: A General Neural Probabilistic Framework for Satisfiability Problems NIPS 2022
Fast Fourier Transform Reductions for Bayesian Network Inference AISTATS 2022
Mutual information based Bayesian graph neural network for few-shot learning UAI 2022
Online Single-Microphone Source Separation using Non-Linear Autoregressive Models PGM 2022
Highly Efficient Structural Learning of Sparse Staged Trees PGM 2022
Variational message passing neural network for Maximum-A-Posteriori (MAP) inference UAI 2022
Training and Inference on Any-Order Autoregressive Models the Right Way NIPS 2022
Semantic Probabilistic Layers for Neuro-Symbolic Learning NIPS 2022
PRISM: Probabilistic Real-Time Inference in Spatial World Models CORL 2022
SMT-based weighted model integration with structure awareness UAI 2022
Natural gradient enables fast sampling in spiking neural networks NIPS 2022
Constrained Variational Policy Optimization for Safe Reinforcement Learning ICML 2022
Exchangeability-Aware Sum-Product Networks IJCAI 2022
Approximate Inference for Stochastic Planning in Factored Spaces PGM 2022
Who did it? Identifying the Most Likely Origins of Events PGM 2022
Stochastic Multiple Target Sampling Gradient Descent NIPS 2022
Lifted Division for Lifted Hugin Belief Propagation AISTATS 2022
Reconstructing Diffusion Networks from Incomplete Data IJCAI 2022
Adaptation Accelerating Sampling-based Bayesian Inference in Attractor Neural Networks NIPS 2022
On the Complexity of Sum-of-Products Problems over Semirings AAAI 2021
Abstract Spatial-Temporal Reasoning via Probabilistic Abduction and Execution CVPR 2021
Gaussian Process Priors for View-Aware Inference AAAI 2021
Juice: A Julia Package for Logic and Probabilistic Circuits AAAI 2021
Matrix Product States for Inference in Discrete Probabilistic Models JMLR 2021