Papers Set-to-Graph Prediction

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Transformers Generalize DeepSets and Can be Extended to Graphs and Hypergraphs

2021-10-27 · NeurIPS 2021 12 · Jinwoo Kim, Saeyoon Oh, Seunghoon Hong

We present a generalization of Transformers to any-order permutation invariant data (sets, graphs, and hypergraphs). We begin by observing that Transformers generalize DeepSets, or first-order (set-input) permutation inv…

2k Graph Regression Hyperedge Prediction Set-to-Graph Prediction