9 citations · 33 across the 9 of their papers we have counts for
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cs.LG2020★ 9 cited
Think before you act: A simple baseline for compositional generalization
Christina Heinze-Deml, Diane Bouchacourt
Contrarily to humans who have the ability to recombine familiar expressions to create novel ones, modern neural networks struggle to do so. This has been emphasized recently with t…
cs.LG2019★ 8 cited
Invariance-inducing regularization using worst-case transformations suffices to boost accuracy and spatial robustness
Fanny Yang, Zuowen Wang, Christina Heinze-Deml
This work provides theoretical and empirical evidence that invariance-inducing regularizers can increase predictive accuracy for worst-case spatial transformations (spatial robustn…