Shreyas Padhy
Publications by Year
Research Areas
Adversarial Robustness in Machine Learning, Gaussian Processes and Bayesian Inference, Machine Learning and Data Classification, Fault Detection and Control Systems, Neural Networks and Applications
Most-Cited Works
- → Simple and Principled Uncertainty Estimation with Deterministic Deep\n Learning via Distance Awareness(2020)141 cited
- → Evaluating Prediction-Time Batch Normalization for Robustness under Covariate Shift(2020)95 cited
- → Using deep Siamese neural networks for detection of brain asymmetries associated with Alzheimer's Disease and Mild Cognitive Impairment(2019)80 cited
- → A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection(2021)71 cited
- → A Simple Approach to Improve Single-Model Deep Uncertainty via Distance-Awareness(2022)36 cited
- Uncertainty Baselines: Benchmarks for Uncertainty & Robustness in Deep Learning(2021)
- → Revisiting One-vs-All Classifiers for Predictive Uncertainty and\n Out-of-Distribution Detection in Neural Networks(2020)20 cited
- → Stochastic Solutions to Rough Surface Scattering Using the Finite Element Method(2017)18 cited