Tight bounds for minimum -norm interpolation of noisy data G Wang, K Donhauser, F Yang International Conference on Artificial Intelligence and Statistics, 10572-10602, 2022 | 39 | 2022 |
How rotational invariance of common kernels prevents generalization in high dimensions K Donhauser, M Wu, F Yang Proceedings of the 38th International Conference on Machine Learning 139 …, 2021 | 29 | 2021 |
Fast rates for noisy interpolation require rethinking the effects of inductive bias K Donhauser, N Ruggeri, S Stojanovic, F Yang Proceedings of the 39th International Conference on Machine Learning 162 …, 2022 | 25 | 2022 |
Efficient smoothing of dilated convolutions for image segmentation T Ziegler, M Fritsche, L Kuhn, K Donhauser arXiv preprint arXiv:1903.07992, 2019 | 25 | 2019 |
Interpolation can hurt robust generalization even when there is no noise K Donhauser, A Tifrea, M Aerni, R Heckel, F Yang Advances in Neural Information Processing Systems 34, 23465-23477, 2021 | 14 | 2021 |
Strong inductive biases provably prevent harmless interpolation M Aerni, M Milanta, K Donhauser, F Yang International Conference on Learning Representations, 2023 | 10 | 2023 |
Hidden yet quantifiable: A lower bound for confounding strength using randomized trials P De Bartolomeis, JA Martinez, K Donhauser, F Yang International Conference on Artificial Intelligence and Statistics, 1045-1053, 2024 | 7 | 2024 |
Certified private data release for sparse Lipschitz functions K Donhauser, J Lokna, A Sanyal, M Boedihardjo, R Hönig, F Yang International Conference on Artificial Intelligence and Statistics, 1396-1404, 2024 | 5* | 2024 |
Privacy-preserving data release leveraging optimal transport and particle gradient descent K Donhauser, J Abad, N Hulkund, F Yang arXiv preprint arXiv:2401.17823, 2024 | 5 | 2024 |
Vitally consistent: Scaling biological representation learning for cell microscopy K Kenyon-Dean, ZJ Wang, J Urbanik, K Donhauser, J Hartford, ... arXiv preprint arXiv:2411.02572, 2024 | 3 | 2024 |
Strong copyright protection for language models via adaptive model fusion J Abad, K Donhauser, F Pinto, F Yang arXiv preprint arXiv:2407.20105, 2024 | 3 | 2024 |
Tight bounds for maximum -margin classifiers S Stojanovic, K Donhauser, F Yang International Conference on Algorithmic Learning Theory, 1055-1112, 2024 | 2 | 2024 |
Detecting critical treatment effect bias in small subgroups P De Bartolomeis, J Abad, K Donhauser, F Yang arXiv preprint arXiv:2404.18905, 2024 | 1 | 2024 |
Towards scientific discovery with dictionary learning: Extracting biological concepts from microscopy foundation models K Donhauser, K Ulicna, GE Moran, A Ravuri, K Kenyon-Dean, ... arXiv preprint arXiv:2412.16247, 2024 | | 2024 |
Copyright-Protected Language Generation via Adaptive Model Fusion J Abad, K Donhauser, F Pinto, F Yang arXiv preprint arXiv:2412.06619, 2024 | | 2024 |