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 | 500 | 2017 |
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 | 361 | 2020 |
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 | 192 | 2019 |
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 | 67 | 2017 |
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 | 60 | 2020 |
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 | 60* | 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 | 47 | 2020 |
Adversarially robust training through structured gradient regularization K Roth, A Lucchi, S Nowozin, T Hofmann arXiv preprint arXiv:1805.08736, 2018 | 32 | 2018 |
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 | 30 | 2021 |
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 | 17 | 2021 |
Emergence of robustness in networks of networks K Roth, F Morone, B Min, HA Makse Physical Review E 95 (6), 062308, 2017 | 14 | 2017 |
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 |