4 citations · 4 across the 1 of their papers we have counts for
2 papers
cs.LG2021
Fine-grained Generalization Analysis of Structured Output Prediction
Waleed Mustafa, Yunwen Lei, Antoine Ledent +1
In machine learning we often encounter structured output prediction problems (SOPPs), i.e. problems where the output space admits a rich internal structure. Application domains whe…
cs.LG2020★ 4 cited
Input Hessian Regularization of Neural Networks
Waleed Mustafa, Robert A. Vandermeulen, Marius Kloft
Regularizing the input gradient has shown to be effective in promoting the robustness of neural networks. The regularization of the input's Hessian is therefore a natural next step…