Chuang Wang

Simplifying Generalized Belief Propagation on Redundant Region Graphs

2016

Abstract. The cluster variation method has been developed into a general theoretical framework for treating short-range correlations in many-body systems after it was first proposed by Kikuchi in 1951. On the numerical side, a message-passing …

Joint Pre-Encoding Representation and Structure Embedding for Efficient and Low-Resource Knowledge Graph Completion

2024

Knowledge graph completion (KGC) aims to infer missing or incomplete parts in knowledge graph.The existing models are generally divided into structure-based and descriptionbased models, among description-based models often require longer training and inference times as …