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 ...

The key themes that defined the year behind us will also shape the one ahead. The most-read articles of 2025 tracked a return ...

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 ...