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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

Ancestral Gumbel-Top-k Sampling for Sampling Without Replacement JMLR 2020
Scaling Up AND/OR Abstraction Sampling IJCAI 2020
Lower Bounds for Approximate Knowledge Compilation IJCAI 2020
Lifted Hybrid Variational Inference IJCAI 2020
OCEAN: Online Task Inference for Compositional Tasks with Context Adaptation UAI 2020
Efficient semidefinite-programming-based inference for binary and multi-class MRFs NIPS 2020
Ordering Variables for Weighted Model Integration UAI 2020
Scaling up Hybrid Probabilistic Inference with Logical and Arithmetic Constraints via Message Passing ICML 2020
On the Relationship Between Probabilistic Circuits and Determinantal Point Processes UAI 2020
Temporal Logics Over Finite Traces with Uncertainty AAAI 2020
Tolerance-Guided Policy Learning for Adaptable and Transferrable Delicate Industrial Insertion CORL 2020
Probabilistic Inference with Algebraic Constraints: Theoretical Limits and Practical Approximations NIPS 2020
Learning Weighted Model Integration Distributions AAAI 2020
Probabilistic Inference for Predicate Constraint Satisfaction AAAI 2020
On the (In)tractability of Computing Normalizing Constants for the Product of Determinantal Point Processes ICML 2020
Domain Knowledge Empowered Structured Neural Net for End-to-End Event Temporal Relation Extraction EMNLP 2020
Smoothing Structured Decomposable Circuits NIPS 2019
Approximate Bayesian Inference in Spatial Environments RSS 2019
A neurally plausible model for online recognition and postdiction in a dynamical environment NIPS 2019
Active Probabilistic Inference on Matrices for Pre-Conditioning in Stochastic Optimization AISTATS 2019
Belief Propagation: Accurate Marginals or Accurate Partition Function – Where is the Difference? UAI 2019
Real-Time Robotic Search using Structural Spatial Point Processes UAI 2019
Generating and Sampling Orbits for Lifted Probabilistic Inference UAI 2019
How to Exploit Structure while Solving Weighted Model Integration Problems UAI 2019
Efficient Search-Based Weighted Model Integration UAI 2019