46 citations · 151 across the 12 of their papers we have counts for
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cs.LG2024
Learning Long Range Dependencies on Graphs via Random Walks
Dexiong Chen, Till Hendrik Schulz, Karsten Borgwardt
Message-passing graph neural networks (GNNs) excel at capturing local relationships but struggle with long-range dependencies in graphs. In contrast, graph transformers (GTs) enabl…
q-bio.QM2024★ 13 cited
Endowing Protein Language Models with Structural Knowledge
Dexiong Chen, Philip Hartout, Paolo Pellizzoni +2
Understanding the relationships between protein sequence, structure and function is a long-standing biological challenge with manifold implications from drug design to our understa…