IEEE

When Knowledge Graph Meets Retrieval Augmented Generation for Wireless Networks: A Tutorial and Case Study

Abstract: This paper investigates a GraphRAG framework that integrates knowledge graphs into the Retrieval-Augmented Generation (RAG) architecture to enhance networking applications. While RAG has ...
IEEE

Solving Combined Field Integral Equations With Physics-Informed Graph Residual Learning for EM Scattering of 3-D PEC Targets

Abstract: In this study, physics-informed graph residual learning (PhiGRL) is proposed as an effective and robust deep learning (DL)-based approach for 3-D electromagnetic (EM) modeling. Extended from ...
Frontiers

Empirical analysis on the impact of university teachers’ pedagogical competence on students’ satisfaction: the mediating role of learning experience

1 College of Life Sciences, Nanjing Forestry University, Nanjing, China 2 College of Forestry, Nanjing Forestry University, Nanjing, China Many universities tend to prioritize research over teaching, ...