Inductive Link Prediction in Knowledge Graphs

Starting a new Inductive Link Prediction Challenge 2022

Since very 2011, the area of representation learning over Knowledge Graphs has been dominated by one task: transductive link prediction. Is it still relevant in 2022? 🤔 Rather not.

Transductive setup: training and inference is performed on the same graph. Inductive: inference is on the new graph. Colored arrows represent different edge types (relations). Question marks denote edges to predict. Image by Author

In the transductive setup (🖼 ☝️) we perform …

artificial intelligence graph neural networks graphs knowledge knowledge graph knowledge graphs link prediction machine learning prediction python