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Swagatam Das

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#machine learning Dec 2023

HyPE-GT: where Graph Transformers meet Hyperbolic Positional Encodings

Comprehensive experiments on four molecular benchmarks, including the four large-scale Open Graph Benchmark datasets, substantiate the effectiveness of hyperbolic positional encodings in enhancing the performance of Graph Transformers and provide extensive theoretical underpinnings to offer insights into the working mechanism of the HyPE framework.

Kushal Bose, Swagatam Das · 2 citations