19 citations · 72 across the 17 of their papers we have counts for
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math.ST2022
Prediction Sets for High-Dimensional Mixture of Experts Models
Adel Javanmard, Simeng Shao, Jacob Bien
Large datasets make it possible to build predictive models that can capture heterogenous relationships between the response variable and features. The mixture of high-dimensional l…
stat.ME2022★ 1 cited
GRASP: A Goodness-of-Fit Test for Classification Learning
Adel Javanmard, Mohammad Mehrabi
Performance of classifiers is often measured in terms of average accuracy on test data. Despite being a standard measure, average accuracy fails in characterizing the fit of the mo…
cs.LG2022
The curse of overparametrization in adversarial training: Precise analysis of robust generalization for random features regression
Hamed Hassani, Adel Javanmard
Successful deep learning models often involve training neural network architectures that contain more parameters than the number of training samples. Such overparametrized models h…