Optimal continual learning has perfect memory and is np-hard J Knoblauch, H Husain, T Diethe
International Conference on Machine Learning, 5327-5337, 2020
99 2020 A primal-dual link between gans and autoencoders H Husain, R Nock, RC Williamson
Advances in Neural Information Processing Systems 32, 2019
25 * 2019 Distributional robustness with ipms and links to regularization and gans H Husain
Advances in Neural Information Processing Systems 33, 11816-11827, 2020
21 2020 Regularized policies are reward robust H Husain, K Ciosek, R Tomioka
International Conference on Artificial Intelligence and Statistics, 64-72, 2021
17 2021 Local differential privacy for sampling H Husain, B Balle, Z Cranko, R Nock
International Conference on Artificial Intelligence and Statistics, 3404-3413, 2020
10 2020 Distributionally Robust Bayesian Optimization with -divergences H Husain, V Nguyen, A van den Hengel
Advances in Neural Information Processing Systems 36, 2024
7 2024 Adversarial interpretation of Bayesian inference H Husain, J Knoblauch
International Conference on Algorithmic Learning Theory, 553-572, 2022
5 2022 Confident sinkhorn allocation for pseudo-labeling V Nguyen, H Husain, S Farfade, A Hengel
arXiv preprint arXiv:2206.05880, 2022
3 2022 Data preprocessing to mitigate bias with boosted fair mollifiers A Soen, H Husain, R Nock
arXiv preprint arXiv:2012.00188, 2020
2 2020 Fair densities via boosting the sufficient statistics of exponential families A Soen, H Husain, R Nock
International Conference on Machine Learning, 32105-32144, 2023
1 2023 Semi-supervised semantic segmentation under label noise via diverse learning groups P Li, P Purkait, T Ajanthan, M Abdolshah, R Garg, H Husain, C Xu, ...
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2023
1 2023 Improving the Convergence of Dynamic NeRFs via Optimal Transport S Ramasinghe, V Shevchenko, G Avraham, H Husain, A van den Hengel
The Twelfth International Conference on Learning Representations, 2023
2023 A Law of Robustness for Weight-bounded Neural Networks H Husain, B Balle
arXiv preprint arXiv:2102.08093, 2021
2021 A Theory of Generative Models and Robustness via Regularization H Husain
PQDT-Global, 2021
2021 Risk-Monotonicity via Distributional Robustness. Z Mhammedi, H Husain
arXiv preprint arXiv:2011.14126, 2020
2020 Integral Privacy for Sampling H Husain, Z Cranko, R Nock
arXiv preprint arXiv:1806.04819, 2018
2018 Generalization for Discriminator-Guided Diffusion Models via Strong Duality H Husain, R Nock
Supplementary Material for “Distributional Robustness with IPMs and links to Regularization and GANs” H Husain