most citedSingle Model Uncertainty Estimation via Stochastic Data Centering

9 citations · 9 across the 4 of their papers we have counts for

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cs.LG2022

Models Out of Line: A Fourier Lens on Distribution Shift Robustness

Sara Fridovich-Keil, Brian R. Bartoldson, James Diffenderfer +2

Improving the accuracy of deep neural networks (DNNs) on out-of-distribution (OOD) data is critical to an acceptance of deep learning (DL) in real world applications. It has been o…

cs.LG2022★ 9 cited

Single Model Uncertainty Estimation via Stochastic Data Centering

Jayaraman J. Thiagarajan, Rushil Anirudh, Vivek Narayanaswamy +1

We are interested in estimating the uncertainties of deep neural networks, which play an important role in many scientific and engineering problems. In this paper, we present a str…