| ClimateBench v1. 0: A benchmark for data‐driven climate projections D Watson‐Parris, Y Rao, D Olivié, Ø Seland, P Nowack, G Camps‐Valls, ... Journal of Advances in Modeling Earth Systems 14 (10), e2021MS002954, 2022 | 78 | 2022 |
| Spectraldefense: Detecting adversarial attacks on cnns in the fourier domain P Harder, FJ Pfreundt, M Keuper, J Keuper 2021 International Joint Conference on Neural Networks (IJCNN), 1-8, 2021 | 61 | 2021 |
| Hard-constrained deep learning for climate downscaling P Harder, A Hernandez-Garcia, V Ramesh, Q Yang, P Sattegeri, ... Journal of Machine Learning Research 24 (365), 1-40, 2023 | 27 | 2023 |
| Generating physically-consistent high-resolution climate data with hard-constrained neural networks P Harder, Q Yang, V Ramesh, P Sattigeri, A Hernandez-Garcia, C Watson, ... arXiv preprint arXiv:2208.05424 18, 109-122, 2022 | 26 | 2022 |
| Enhancing regional climate downscaling through advances in machine learning N Rampal, S Hobeichi, PB Gibson, J Baño-Medina, G Abramowitz, ... Artificial Intelligence for the Earth Systems 3 (2), 230066, 2024 | 25 | 2024 |
| Physics-informed learning of aerosol microphysics P Harder, D Watson-Parris, P Stier, D Strassel, NR Gauger, J Keuper Environmental Data Science 1, e20, 2022 | 20 | 2022 |
| Fourier neural operators for arbitrary resolution climate data downscaling Q Yang, A Hernandez-Garcia, P Harder, V Ramesh, P Sattigeri, ... Journal of Machine Learning Research 25 (420), 1-30, 2024 | 18 | 2024 |
| Detecting autoattack perturbations in the frequency domain P Lorenz, P Harder, D Straßel, M Keuper, J Keuper arXiv preprint arXiv:2111.08785, 2021 | 15 | 2021 |
| Error estimates for the Cahn–Hilliard equation with dynamic boundary conditions P Harder, B Kovács IMA Journal of Numerical Analysis 42 (3), 2589-2620, 2022 | 13 | 2022 |
| Multi-variable hard physical constraints for climate model downscaling J González-Abad, Á Hernández-García, P Harder, D Rolnick, ... Proceedings of the AAAI symposium series 2 (1), 62-67, 2023 | 8 | 2023 |
| Emulating aerosol microphysics with machine learning P Harder, D Watson-Parris, D Strassel, N Gauger, P Stier, J Keuper arXiv preprint arXiv:2109.10593, 2021 | 8 | 2021 |
| NightVision: generating nighttime satellite imagery from infra-Red observations P Harder, W Jones, R Lguensat, S Bouabid, J Fulton, D Quesada-Chacón, ... arXiv preprint arXiv:2011.07017, 2020 | 7 | 2020 |
| A Benchmark Dataset for Meteorological Downscaling M Langguth, P Harder, I Schicker, A Patnala, S Lehner, K Mayer, ... Tackling Climate Change with Machine Learning Workshop at ICLR 2024, 2024 | 5 | 2024 |
| Pyrocast: a machine learning pipeline to forecast pyrocumulonimbus (pyrocb) clouds K Tazi, ED Salas-Porras, A Braude, D Okoh, KD Lamb, D Watson-Parris, ... arXiv preprint arXiv:2211.13052, 2022 | 5 | 2022 |
| Identifying the causes of pyrocumulonimbus (pyrocb) ED Salas-Porras, K Tazi, A Braude, D Okoh, KD Lamb, D Watson-Parris, ... arXiv preprint arXiv:2211.08883, 2022 | 5* | 2022 |
| Physics-informed learning of aerosol microphysics, Environ. Data Sci., 1, e20 P Harder, D Watson-Parris, P Stier, D Strassel, NR Gauger, J Keuper | 5 | 2022 |
| Single image super-resolution with uncertainty estimation for lunar satellite images JI Delgado-Centeno, P Harder, B Moseley, V Bickel, S Ganju, ... NeurIPS 2021 Workshop on Deep Generative Models and Downstream Applications, 2021 | 5 | 2021 |
| Evaluating the transferability potential of deep learning models for climate downscaling A Prasad, P Harder, Q Yang, P Sattegeri, D Szwarcman, C Watson, ... arXiv preprint arXiv:2407.12517, 2024 | 3 | 2024 |
| Climate Variable Downscaling with Conditional Normalizing Flows C Winkler, P Harder, D Rolnick NeurIPS 2023 Workshop on Tackling Climate Change with Machine Learning, 2023 | 3 | 2023 |
| Physics-constrained deep learning for climate downscaling P Harder, Q Yang, V Ramesh, A Hernandez-garcia, P Sattigeri, C Watson, ... Annual Conference on Neural Information Processing Systems, 2022 | 3 | 2022 |
Duncan Watson-ParrisUniversity of California San DiegoVerified email at ucsd.edu
