323 citations · 435 across the 4 of their papers we have counts for
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cs.LG2024
An end-to-end attention-based approach for learning on graphs
David Buterez, Jon Paul Janet, Dino Oglic +1
There has been a recent surge in transformer-based architectures for learning on graphs, mainly motivated by attention as an effective learning mechanism and the desire to supersed…
cs.LG2022★ 25 cited
Graph Neural Networks with Adaptive Readouts
David Buterez, Jon Paul Janet, Steven J. Kiddle +2
An effective aggregation of node features into a graph-level representation via readout functions is an essential step in numerous learning tasks involving graph neural networks. T…