432 citations · 2.3k across the 29 of their papers we have counts for
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cs.AI2022
Exploring Representation of Horn Clauses using GNNs (Extended Technical Report)
Chencheng Liang, Philipp Rümmer, Marc Brockschmidt
Learning program semantics from raw source code is challenging due to the complexity of real-world programming language syntax and due to the difficulty of reconstructing long-dist…
cs.LG2022★ 3 cited
HEAT: Hyperedge Attention Networks
Dobrik Georgiev, Marc Brockschmidt, Miltiadis Allamanis
Learning from structured data is a core machine learning task. Commonly, such data is represented as graphs, which normally only consider (typed) binary relationships between pairs…