belief propagation

177 papers

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Also known as

BP OR NULL BP GABP LBP

Co-occurring keywords

graphical model (863) message passing (578) variational inference (2069) approximate inference (253) probabilistic inference (310) markov random field (303) partition function (81) probabilistic graphical model (226) bayesian inference (1904) combinatorial optimization (1039)

Papers

SceneProp: Combining Neural Network and Markov Random Field for Scene-Graph Grounding WACV 2026

Constrained Molecule Generation Modelled Using the Grammar Constraint AAAI 2026

Inpainting of Sparse Depth Maps from Monocular Depth-from-Focus on Pixel Processor Arrays WACV 2026

MAPRO: Recasting Multi-Agent Prompt Optimization as Maximum a Posteriori Inference EACL 2026

Universal Learning of Stochastic Dynamics for Exact Belief Propagation Using Bernstein Normalizing Flows AAAI 2026

Constrained Sequential Inference in Machine Learning Using Constraint Programming IJCAI 2025

Mitigating Attention Localization in Small Scale: Self-Attention Refinement via One-step Belief Propagation EMNLP 2025

A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation NAACL 2025

Solving Epistemic Logic Programs Using Generate-and-Test with Propagation AAAI 2025

Theorem-of-Thought: A Multi-Agent Framework for Abductive, Deductive, and Inductive Reasoning in Language Models ACL 2025

Theory-guided Message Passing Neural Network for Probabilistic Inference AISTATS 2024

What type of inference is planning? NIPS 2024

BeliefFlow: A Framework for Logic-Based Belief Diffusion via Iterated Belief Change AAAI 2024

Friendly Attacks to Improve Channel Coding Reliability AAAI 2024

Low Degree Hardness for Broadcasting on Trees NIPS 2024

Adversarially-Robust Inference on Trees via Belief Propagation COLT 2024

Separate but Equal: Equality in Belief Propagation for Single Cycle Graphs AAAI 2023

Approximate inference of marginals using the IBIA framework NIPS 2023

Learning Noisy OR Bayesian Networks with Max-Product Belief Propagation ICML 2023

Tangentially Elongated Gaussian Belief Propagation for Event-Based Incremental Optical Flow Estimation CVPR 2023

Uniqueness of BP fixed point for the Potts model and applications to community detection COLT 2023

BeliefPPG: Uncertainty-aware heart rate estimation from PPG signals via belief propagation UAI 2023

Solving Relaxations of MAP-MRF Problems: Combinatorial In-Face Frank-Wolfe Directions CVPR 2023

Approximate Inference in Logical Credal Networks IJCAI 2023

Lifted Division for Lifted Hugin Belief Propagation AISTATS 2022