Smooth Loss Functions for Deep Top-k Classification L Berrada, A Zisserman, MP Kumar International Conference on Learning Representations, 2018 | 110 | 2018 |
Unlocking high-accuracy differentially private image classification through scale S De, L Berrada, J Hayes, SL Smith, B Balle arXiv preprint arXiv:2204.13650, 2022 | 77 | 2022 |
Training neural networks for and by interpolation L Berrada, A Zisserman, MP Kumar International Conference on Machine Learning, 2020 | 44 | 2020 |
Deep Frank-Wolfe For Neural Network Optimization L Berrada, A Zisserman, MP Kumar International Conference on Learning Representations, 2019 | 44 | 2019 |
Trusting SVM for piecewise linear CNNs L Berrada, A Zisserman, MP Kumar International Conference on Learning Representations, 2017 | 19 | 2017 |
Make sure you're unsure: A framework for verifying probabilistic specifications L Berrada, S Dathathri, K Dvijotham, R Stanforth, RR Bunel, J Uesato, ... Advances in Neural Information Processing Systems 34, 11136-11147, 2021 | 16* | 2021 |
Soham De, Samuel L Smith, Olivia Wiles, and Borja Balle. Differentially Private Diffusion Models Generate Useful Synthetic Images S Ghalebikesabi, L Berrada, S Gowal, I Ktena, R Stanforth, J Hayes arXiv preprint arXiv:2302.13861 1, 2023 | 5 | 2023 |
Unlocking high-accuracy differentially private image classification through scale, 2022 S De, L Berrada, J Hayes, SL Smith, B Balle URL https://arxiv. org/abs/2204.13650, 0 | 5 | |
Differentially private diffusion models generate useful synthetic images S Ghalebikesabi, L Berrada, S Gowal, I Ktena, R Stanforth, J Hayes, S De, ... arXiv preprint arXiv:2302.13861, 2023 | 4 | 2023 |
A stochastic bundle method for interpolating networks A Paren, L Berrada, RPK Poudel, MP Kumar The Journal of Machine Learning Research 23 (1), 642-698, 2022 | 4 | 2022 |
Comment on stochastic Polyak step-size: Performance of ALI-G L Berrada, A Zisserman, MP Kumar arXiv preprint arXiv:2105.10011, 2021 | 4 | 2021 |
Smooth loss functions for deep top-k classification. arXiv 2018 L Berrada, A Zisserman, MP Kumar arXiv preprint arXiv:1802.07595, 0 | 4 | |
Unlocking Accuracy and Fairness in Differentially Private Image Classification L Berrada, S De, JH Shen, J Hayes, R Stanforth, D Stutz, P Kohli, ... arXiv preprint arXiv:2308.10888, 2023 | | 2023 |
Leveraging structure for optimization in deep learning L Berrada University of Oxford, 2019 | | 2019 |