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cs.LG2021
Nondeterminism and Instability in Neural Network Optimization
Cecilia Summers, Michael J. Dinneen
Nondeterminism in neural network optimization produces uncertainty in performance, making small improvements difficult to discern from run-to-run variability. While uncertainty can…
cs.LG2019★ 7 cited
Improved Adversarial Robustness via Logit Regularization Methods
Cecilia Summers, Michael J. Dinneen
While great progress has been made at making neural networks effective across a wide range of visual tasks, most models are surprisingly vulnerable. This frailness takes the form o…
cs.LG2019
Four Things Everyone Should Know to Improve Batch Normalization
Cecilia Summers, Michael J. Dinneen
A key component of most neural network architectures is the use of normalization layers, such as Batch Normalization. Despite its common use and large utility in optimizing deep ar…