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Shreyas Padhy
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Simple and principled uncertainty estimation with deterministic deep learning via distance awareness
J Liu, Z Lin, S Padhy, D Tran, T Bedrax Weiss, B Lakshminarayanan
Advances in Neural Information Processing Systems 33, 7498-7512, 2020
1562020
Evaluating prediction-time batch normalization for robustness under covariate shift
Z Nado, S Padhy, D Sculley, A D'Amour, B Lakshminarayanan, J Snoek
arXiv preprint arXiv:2006.10963, 2020
782020
Using deep Siamese neural networks for detection of brain asymmetries associated with Alzheimer's disease and mild cognitive impairment
CF Liu, S Padhy, S Ramachandran, VX Wang, A Efimov, A Bernal, L Shi, ...
Magnetic resonance imaging 64, 190-199, 2019
432019
Uncertainty Baselines: Benchmarks for uncertainty & robustness in deep learning
Z Nado, N Band, M Collier, J Djolonga, MW Dusenberry, S Farquhar, ...
arXiv preprint arXiv:2106.04015, 2021
372021
A simple fix to mahalanobis distance for improving near-ood detection
J Ren, S Fort, J Liu, AG Roy, S Padhy, B Lakshminarayanan
arXiv preprint arXiv:2106.09022, 2021
322021
Revisiting One-vs-All Classifiers for Predictive Uncertainty and Out-of-Distribution Detection in Neural Networks
S Padhy, Z Nado, J Ren, J Liu, J Snoek, B Lakshminarayanan
arXiv preprint arXiv:2007.05134, 2020
212020
Stochastic solutions to rough surface scattering using the finite element method
UK Khankhoje, S Padhy
IEEE transactions on antennas and propagation 65 (8), 4170-4180, 2017
192017
A Simple Approach to Improve Single-Model Deep Uncertainty via Distance-Awareness
JZ Liu, S Padhy, J Ren, Z Lin, Y Wen, G Jerfel, Z Nado, J Snoek, D Tran, ...
arXiv preprint arXiv:2205.00403, 2022
52022
Analyzing shape and residual pose of subcortical structures in brains of subjects with schizophrenia
S Padhy
Johns Hopkins University, 2019
12019
Sampling-based inference for large linear models, with application to linearised Laplace
J Antorán, S Padhy, R Barbano, E Nalisnick, D Janz, ...
arXiv preprint arXiv:2210.04994, 2022
2022
Very High Energy Ground Based Gamma Ray Telescopy Using TACTIC
M Reddy, A Gupta, S Padhy, PR Hebbar
arXiv preprint arXiv:1812.03429, 2018
2018
Learning Generative Models with Invariance to Symmetries
JU Allingham, J Antoran, S Padhy, E Nalisnick, JM Hernández-Lobato
NeurIPS 2022 Workshop on Symmetry and Geometry in Neural Representations, 0
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Articles 1–12