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

STGVAD: Spatio-Temporal Graph-based Vessel Behavior Anomaly Detection

Abstract: Predicting vessel trajectories and detecting anomalous behaviors are fundamental yet challenging tasks in the maritime domain, primarily due to the dynamic and unstructured nature of the ...
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, ...
GitHub

Hierarchical behavior models for complex decision-making and behavior generation in robotics!

Behavior components address How to do it? and Can we do it?, while Arbitrators decide What to do? 🧠 Meta-framework Integrate diverse methods in one decision-making framework. Why not combine ...