Abstract: Graph Transformers, emerging as a new architecture for graph representation learning, suffer from the quadratic complexity and can only handle graphs with at most thousands of nodes. To this ...

ATLAS transforms any codebase into a live, explorable 3D spatial map. Watch your architecture emerge as the graph assembles in real-time, revealing structural truths through force-directed physics.

Abstract: Tokenized graph Transformers have advanced node classification by transforming graphs into token sequences, but existing methods suffer from limited flexibility due to single-type token ...