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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

Probabilistic DAG search UAI 2021
$K^2$-GNN: Multiple Users’ Comments Integration with Probabilistic K-Hop Knowledge Graph Neural Networks ACML 2021
Lifted reasoning meets weighted model integration UAI 2021
Semantic Linking Maps for Active Visual Object Search (Extended Abstract) IJCAI 2021
Weighted model counting with conditional weights for Bayesian networks UAI 2021
Noise as a Resource for Learning in Knowledge Distillation WACV 2021
Fast Algorithms for Relational Marginal Polytopes IJCAI 2021
A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference NIPS 2021
Deep Bucket Elimination IJCAI 2021
Hybrid Probabilistic Inference with Logical and Algebraic Constraints: a Survey IJCAI 2021
Handling Overlaps When Lifting Gaussian Bayesian Networks IJCAI 2021
A sampling-based circuit for optimal decision making NIPS 2021
Gaussian Process Priors for View-Aware Inference AAAI 2021
Matrix Product States for Inference in Discrete Probabilistic Models JMLR 2021
On the Complexity of Sum-of-Products Problems over Semirings AAAI 2021
Domain Knowledge Empowered Structured Neural Net for End-to-End Event Temporal Relation Extraction EMNLP 2020
OCEAN: Online Task Inference for Compositional Tasks with Context Adaptation UAI 2020
Ordering Variables for Weighted Model Integration UAI 2020
Lifted Hybrid Variational Inference IJCAI 2020
Empirical Bounds on Linear Regions of Deep Rectifier Networks AAAI 2020
Beyond the Grounding Bottleneck: Datalog Techniques for Inference in Probabilistic Logic Programs AAAI 2020
Probabilistic Inference for Predicate Constraint Satisfaction AAAI 2020
Reward Propagation Using Graph Convolutional Networks NIPS 2020
Deep Generalized Convolutional Sum-Product Networks PGM 2020
Learning to Reason: Leveraging Neural Networks for Approximate DNF Counting AAAI 2020