Yao Guan - IEEE Xplore Author Profile

Showing 1-2 of 2 results

Filter Results

Show

Results

Graph Neural Networks (GNNs) have drawn great research attention for graph machine learning. However, graph learning techniques are extremely difficult for practical deployments in the industry applications owing to the scalability challenges incurred by data dependency. Although some works attempt to establish the known efficient MLPs with GNNs based on knowledge distillation (KD), they are prima...Show More
With the widespread use of mobile and sensing devices, and the popularity of online map-based services, such as navigation services, the volume of spatio-temporal data is growing rapidly. Conventional big data technologies in existing distributed systems cannot effectively process spatio-temporal big data with temporal continuity and spatial proximity. How to construct an effective index for the a...Show More