Tech Xplore

HarmonyGNN boosts graph AI accuracy on four tough benchmarks by up to 9.6%

Researchers have demonstrated a new training technique that significantly improves the accuracy of graph neural networks (GNNs)—AI systems used in applications from drug discovery to weather ...
IEEE

DeepIC3: Guiding IC3 Algorithms by Graph Neural Network Clause Prediction

Abstract: In recent years, machine learning has demonstrated its potential in many challenging problems. In this paper, we extend its use to hardware formal property verification and propose DeepIC3, ...
IEEE

Graph-Based Architecture for Consumer-Based Image and Video Analysis in the Internet of Everything Using Advanced Learning Algorithms

Abstract: The Internet of Everything (IoE) era has witnessed to a rapid increase in interconnected devices, leading to an exponential growth of image and video data. Efficient multimedia content ...