Lewis Smith
According to our database1,
Lewis Smith
authored at least 16 papers
between 2018 and 2024.
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Bibliography
2024
2021
Can convolutional ResNets approximately preserve input distances? A frequency analysis perspective.
CoRR, 2021
Improving Deterministic Uncertainty Estimation in Deep Learning for Classification and Regression.
CoRR, 2021
2020
Semi-supervised Learning of Galaxy Morphology using Equivariant Transformer Variational Autoencoders.
CoRR, 2020
Simple and Scalable Epistemic Uncertainty Estimation Using a Single Deep Deterministic Neural Network.
CoRR, 2020
Try Depth Instead of Weight Correlations: Mean-field is a Less Restrictive Assumption for Deeper Networks.
CoRR, 2020
Liberty or Depth: Deep Bayesian Neural Nets Do Not Need Complex Weight Posterior Approximations.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020
Proceedings of the 37th International Conference on Machine Learning, 2020
2019
A Systematic Comparison of Bayesian Deep Learning Robustness in Diabetic Retinopathy Tasks.
CoRR, 2019
CoRR, 2019
2018
Idealised Bayesian Neural Networks Cannot Have Adversarial Examples: Theoretical and Empirical Study.
CoRR, 2018
Proceedings of the Thirty-Fourth Conference on Uncertainty in Artificial Intelligence, 2018