belief propagation

Constrained Molecule Generation Modelled Using the Grammar Constraint AAAI 2026 Hyperbolic Belief Propagation UAI 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 SceneProp: Combining Neural Network and Markov Random Field for Scene-Graph Grounding WACV 2026 Universal Learning of Stochastic Dynamics for Exact Belief Propagation Using Bernstein Normalizing Flows AAAI 2026 A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation NAACL 2025 Constrained Sequential Inference in Machine Learning Using Constraint Programming IJCAI 2025 Generalization Principles for Inference over Text-Attributed Graphs with Large Language Models ICML 2025 Mitigating Attention Localization in Small Scale: Self-Attention Refinement via One-step Belief Propagation EMNLP 2025 Polynomial low degree hardness for Broadcasting on Trees (Extended Abstract) COLT 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 U-Nets as Belief Propagation: Efficient Classification, Denoising, and Diffusion in Generative Hierarchical Models ICLR 2025 Adversarially-Robust Inference on Trees via Belief Propagation COLT 2024 BeliefFlow: A Framework for Logic-Based Belief Diffusion via Iterated Belief Change AAAI 2024 Friendly Attacks to Improve Channel Coding Reliability AAAI 2024 Learning from Label Proportions: Bootstrapping Supervised Learners via Belief Propagation ICLR 2024 Low Degree Hardness for Broadcasting on Trees NeurIPS 2024 Theory-guided Message Passing Neural Network for Probabilistic Inference AISTATS 2024 What type of inference is planning? NeurIPS 2024 Approximate Inference in Logical Credal Networks IJCAI 2023 Approximate inference of marginals using the IBIA framework NeurIPS 2023 BeliefPPG: Uncertainty-aware heart rate estimation from PPG signals via belief propagation UAI 2023 Learning Noisy OR Bayesian Networks with Max-Product Belief Propagation ICML 2023