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probabilistic reasoning

50 papers

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Co-occurring keywords

bayesian inference (1907) probabilistic inference (312) large language model (13587) probabilistic modeling (852) question answering (2963) uncertainty quantification (1393) probabilistic graphical model (226) language model (4599) knowledge base (804) computational complexity (399)

Papers

Encoding Probabilistic Graphical Models into Stochastic Boolean Satisfiability IJCAI 2022
Unsupervised Knowledge Graph Alignment by Probabilistic Reasoning and Semantic Embedding IJCAI 2021
Scallop: From Probabilistic Deductive Databases to Scalable Differentiable Reasoning NIPS 2021
Hybrid Probabilistic Inference with Logical and Algebraic Constraints: a Survey IJCAI 2021
A Scalable Reasoning and Learning Approach for Neural-Symbolic Stream Fusion AAAI 2021
ProbAnch: a Modular Probabilistic Anchoring Framework IJCAI 2020
Depth Uncertainty in Neural Networks NIPS 2020
Machine Reasoning: Technology, Dilemma and Future EMNLP 2020
Probabilistic Reasoning Across the Causal Hierarchy AAAI 2020
Probabilistic Case-based Reasoning for Open-World Knowledge Graph Completion EMNLP 2020
Deep Convolutional Sum-Product Networks AAAI 2019
On Testing of Uniform Samplers AAAI 2019
Probabilistic Logic Programming with Beta-Distributed Random Variables AAAI 2019
Polynomial-Time Probabilistic Reasoning with Partial Observations via Implicit Learning in Probability Logics AAAI 2019
Complexity of Fundamental Problems in Probabilistic Abstract Argumentation: Beyond Independence (Extended Abstract) IJCAI 2019
Exact and Approximate Weighted Model Integration with Probability Density Functions Using Knowledge Compilation AAAI 2019
Structured Factored Inference for Probabilistic Programming AISTATS 2018
Reasoning about Probabilities in Unbounded First-Order Dynamical Domains IJCAI 2017
Differentiable Learning of Logical Rules for Knowledge Base Reasoning NIPS 2017
Decisions and Dependence in Influence Diagrams PGM 2016
Curriculum Learning of Bayesian Network Structures ACML 2015
An Integer Polynomial Programming Based Framework for Lifted MAP Inference NIPS 2014
Bayesian Belief Polarization NIPS 2009
An ideal observer model of infant object perception NIPS 2008
Multi-Agent Filtering with Infinitely Nested Beliefs NIPS 2008