910 citations · 1.7k across the 16 of their papers we have counts for
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cs.LG2018★ 3 cited
Modularity Matters: Learning Invariant Relational Reasoning Tasks
Jason Jo, Vikas Verma, Yoshua Bengio
We focus on two supervised visual reasoning tasks whose labels encode a semantic relational rule between two or more objects in an image: the MNIST Parity task and the colorized Pe…
stat.ML2018★ 470 cited
Manifold Mixup: Better Representations by Interpolating Hidden States
Vikas Verma, Alex Lamb, Christopher Beckham +5
Deep neural networks excel at learning the training data, but often provide incorrect and confident predictions when evaluated on slightly different test examples. This includes di…