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Abhay Singh

2 accepted papers

2021

Combining Label Propagation and Simple Models out-performs Graph Neural Networks

ICLR 2021poster

Graph Neural Networks (GNNs) are a predominant technique for learning over graphs. However, there is relatively little understanding of why GNNs are successful in practice and whether they are necessary for good performance. Here, we show that for many standard transductive node classification bench…

2020

Better Set Representations For Relational Reasoning

NeurIPS 2020poster

Incorporating relational reasoning into neural networks has greatly expanded their capabilities and scope. One defining trait of relational reasoning is that it operates on a set of entities, as opposed to standard vector representations. Existing end-to-end approaches for relational reasoning typic…