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Kevin Roth
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Stabilizing training of generative adversarial networks through regularization
K Roth, A Lucchi, S Nowozin, T Hofmann
Advances in Neural Information Processing Systems (NeurIPS), 2018-2028, 2017
4262017
How good is the bayes posterior in deep neural networks really?
F Wenzel, K Roth, BS Veeling, J Świątkowski, L Tran, S Mandt, J Snoek, ...
International Conference on Machine Learning (ICML), 37, 2020
2732020
The odds are odd: A statistical test for detecting adversarial examples
K Roth, Y Kilcher, T Hofmann
International Conference on Machine Learning (ICML), 36, 2019
1602019
Model of brain activation predicts the neural collective influence map of the brain
F Morone, K Roth, B Min, HE Stanley, HA Makse
Proceedings of the National Academy of Sciences 114 (15), 3849-3854, 2017
622017
The k-tied Normal Distribution: A Compact Parameterization of Gaussian Mean Field Posteriors in Bayesian Neural Networks
J Swiatkowski, K Roth, BS Veeling, L Tran, JV Dillon, S Mandt, J Snoek, ...
International Conference on Machine Learning (ICML), 37, 2020
402020
Adversarial Training is a Form of Data-dependent Operator Norm Regularization
K Roth, Y Kilcher, T Hofmann
Advances in Neural Information Processing Systems (NeurIPS 2020), 2020
39*2020
Hydra: Preserving ensemble diversity for model distillation
L Tran, BS Veeling, K Roth, J Swiatkowski, JV Dillon, J Snoek, S Mandt, ...
ICML Workshop on Uncertainty & Robustness in Deep Learning, 2020
382020
Adversarially robust training through structured gradient regularization
K Roth, A Lucchi, S Nowozin, T Hofmann
arXiv preprint arXiv:1805.08736, 2018
292018
Precise characterization of the prior predictive distribution of deep ReLU networks
L Noci, G Bachmann, K Roth, S Nowozin, T Hofmann
Advances in Neural Information Processing Systems 34, 20851-20862, 2021
152021
Emergence of robustness in networks of networks
K Roth, F Morone, B Min, HA Makse
Physical Review E 95 (6), 062308, 2017
142017
Disentangling the roles of curation, data-augmentation and the prior in the cold posterior effect
L Noci, K Roth, G Bachmann, S Nowozin, T Hofmann
Advances in Neural Information Processing Systems 34, 12738-12748, 2021
82021
A Primer on Multi-Neuron Relaxation-based Adversarial Robustness Certification
K Roth
ICML 2021 Workshop on Adversarial Machine Learning, 2021
2021
Robustness and Regularization of Deep Neural Networks
K Roth
ETH Zurich, 2021
2021
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Artículos 1–13