13 citations · 13 across the 1 of their papers we have counts for
3 papers
cs.LG2020★ 13 cited
Optimization Theory for ReLU Neural Networks Trained with Normalization Layers
Yonatan Dukler, Quanquan Gu, Guido Montúfar
The success of deep neural networks is in part due to the use of normalization layers. Normalization layers like Batch Normalization, Layer Normalization and Weight Normalization a…
cs.LG2019
Wasserstein Diffusion Tikhonov Regularization
Alex Tong Lin, Yonatan Dukler, Wuchen Li +1
We propose regularization strategies for learning discriminative models that are robust to in-class variations of the input data. We use the Wasserstein-2 geometry to capture seman…
physics.flu-dyn2019
A theory for undercompressive shocks in tears of wine
Yonatan Dukler, Hangjie Ji, Claudia Falcon +1
We revisit the tears of wine problem for thin films in water-ethanol mixtures and present a new model for the climbing dynamics. The new formulation includes a Marangoni stress bal…