2 papers
cs.LG2024
Bridging Smoothness and Approximation: Theoretical Insights into Over-Smoothing in Graph Neural Networks
Guangrui Yang, Jianfei Li, Ming Li +2
In this paper, we explore the approximation theory of functions defined on graphs. Our study builds upon the approximation results derived from the -functional. We establish a t…
cs.MM2024
Probing Commonsense Reasoning Capability of Text-to-Image Generative Models via Non-visual Description
Mianzhi Pan, Jianfei Li, Mingyue Yu +4
Commonsense reasoning, the ability to make logical assumptions about daily scenes, is one core intelligence of human beings. In this work, we present a novel task and dataset for e…