Edge Directionality Improves Learning on Heterophilic Graphs

Keyphrases

• Learning Improvement 100%
• Directed Graph Neural Network 100%
• Heterophilic Graphs 100%
• Graph Neural Network 66%
• Heterophil 66%
• Neural Network Model 33%
• Deep Learning 33%
• Potential Gains 33%
• Directed Graph 33%
• Large Gain 33%
• Undirected Graph 33%
• De Facto Standard 33%
• Relational Data 33%
• Homophily 33%
• Correct Use 33%
• Real-world Graphs 33%
• Complex Method 33%
• Message Passing Neural Network 33%
• GraphSAGE 33%
• Spectral Graph Neural Networks 33%
• Weisfeiler-Lehman Test 33%

Computer Science

• Directed Graphs 100%
• Graph Neural Network 100%
• Neural Network 16%
• Neural Network Model 16%
• Message Passing 16%
• New-State 16%
• De Facto Standard 16%
• Relational Data 16%
• Potential Gain 16%
• Deep Learning Method 16%