104 citations · 105 across the 6 of their papers we have counts for
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cs.LG2021
On Data-centric Myths
Antonia Marcu, Adam Prügel-Bennett
The community lacks theory-informed guidelines for building good data sets. We analyse theoretical directions relating to what aspects of the data matter and conclude that the intu…
cs.LG2021★ 1 cited
On the Effects of Artificial Data Modification
Antonia Marcu, Adam Prügel-Bennett
Data distortion is commonly applied in vision models during both training (e.g methods like MixUp and CutMix) and evaluation (e.g. shape-texture bias and robustness). This data mod…