84 citations · 228 across the 17 of their papers we have counts for
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cs.LG2021★ 6 cited
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★ 43 cited
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…