Abstract: The graph neural networks (GNNs) have drawn much attention for predicting the remaining useful life (RUL) due to their excellent performance in processing correlation relationship among data ...

Melty Molecule is a molecular property prediction system that leverages graph neural networks to predict melting points of chemical compounds. The model uses a hybrid architecture combining Principal ...

A comprehensive, production-ready implementation of Graph Isomorphism Networks (GIN) for graph classification tasks. This project provides a clean, reproducible, and ...

School of Computer Science and Technology, Soochow University, Ganjiang East Streat 333, Suzhou 215006, Jiangsu, China Province Key Lab for Information Processing Technologies, Soochow University, ...

ABSTRACT: To effectively evaluate a system that performs operations on UML class diagrams, it is essential to cover a large variety of different types of diagrams. The coverage of the diagram space ...

COCOGEN በ Python ኮድ ውስጥ ግራፊክ ተግባሮች ይፈጥራል, እንደ CODEX እንደ CodeLLMs በባህር ቅናሽ በመጠቀም ትክክክለኛ ግራፊክ መዋቅርዎችን ለመፍጠር ይቻላል. የ COCOGEN መተግበሪያ ግምገማዎች በ Gc (Code-MLLs) እና በ GLLMs (Xu et al.

A fundamental challenge in advancing AI research lies in developing systems that can autonomously perform structured reasoning and dynamically expand domain knowledge. Traditional AI models often rely ...

Abstract: The rise of graph analytic systems has created a need for ways to measure and compare the capabilities of these systems. Graph analytics present unique scalability difficulties. The machine ...