Peng Lin

Stacking Factorizing Partitioned Expressions in Hybrid Bayesian Network Models

2024 · arXiv (Cornell University)

Hybrid Bayesian networks (HBN) contain complex conditional probabilistic distributions (CPD) specified as partitioned expressions over discrete and continuous variables. The size of these CPDs grows exponentially with the number of parent nodes when using discrete …

CoT-Decoding: Complex Reasoning via Chain-of-Thought Decoding

2025 · Society for Industrial and Applied Mathematics eBooks

Complex reasoning is a challenging task. In recent years, Chain-of-Thought (CoT)-based reasoning methods have become a research hotspot. However, existing methods faced two limitations: first, they lacked fine-grained analysis at the step level of the …