Shreyas Padhy

Simple and Principled Uncertainty Estimation with Deterministic Deep Learning via Distance Awareness

Jeremiah Zhe Liu, Zi Lin, Shreyas Padhy et al. · arXiv (Cornell University) · 2020 · 106 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +23

Evaluating Prediction-Time Batch Normalization for Robustness under Covariate Shift

Zachary Nado, Shreyas Padhy, D. Sculley et al. · arXiv (Cornell University) · 2020 · 95 citations · Full text

Convolutional Neural Network, Dataset Shift, Machine Learning +21

Using deep Siamese neural networks for detection of brain asymmetries associated with Alzheimer's Disease and Mild Cognitive Impairment

Chin-Fu Liu, Shreyas Padhy, Sandhya Ramachandran et al. · Magnetic Resonance Imaging · 2019 · 79 citations · Full text

Neuroimaging Biomarkers, Cognitive Science, Alzheimer's Disease +13

A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection

Jie Ren, Stanislav Fort, Jeremiah Zhe Liu et al. · arXiv (Cornell University) · 2021 · 71 citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +22

A Simple Approach to Improve Single-Model Deep Uncertainty via Distance-Awareness

Jeremiah Zhe Liu, Shreyas Padhy, Jie Ren et al. · arXiv (Cornell University) · 2022 · 36 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +19