Harder, Paula
- Hard-Constrained Deep Learning for Climate Downscaling
2022/08/08 by Paula Harder, Álex Hernández-García, Harder, Paula +13 · 11 citations
Earth and Planetary Sciences · Environmental Science · #Atmospheric and Oceanic Physics (physics.ao-ph) #Climate variability and models #Cryospheric studies and observations #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Meteorological Phenomena and Simulations
- Fourier Neural Operators for Arbitrary Resolution Climate Data Downscaling
2023/05/23 by Qidong Yang, Álex Hernández-García, Yang, Qidong +13 · 5 citations
Earth and Planetary Sciences · Computer Science · #Cryospheric studies and observations #Climate change and permafrost #Advanced Mathematical Modeling in Engineering
- Multi-variable Hard Physical Constraints for Climate Model Downscaling
2023/08/02 by González-Abad, Jose, Hernández-García, Álex, Harder, Paula +2 · 4 citations
#Atmospheric and Oceanic Physics (physics.ao-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG)
- Error estimates for the Cahn--Hilliard equation with dynamic boundary conditions
2020/05/07 by Harder, Paula, Kovács, Balázs · 1 citation
#FOS: Mathematics #Numerical Analysis (math.NA)
- Evaluating the transferability potential of deep learning models for climate downscaling
2024/07/17 by Ayush Prasad, Prasad, Ayush, Paula Harder +11 · 3 citations
Decision Sciences · Environmental Science · #demographic modeling and climate adaptation #Climate variability and models #Atmospheric and Environmental Gas Dynamics
- SpectralDefense: Detecting Adversarial Attacks on CNNs in the Fourier\n Domain
2021/03/04 by Paula Harder, Harder, Paula, Franz‐Josef Pfreundt +5 · 1 citation
Biochemistry, Genetics and Molecular Biology · Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Bacillus and Francisella bacterial research #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Detecting AutoAttack Perturbations in the Frequency Domain
2021/11/16 by Peter Lorenz, Lorenz, Peter, Paula Harder +7 · 1 citation
Biochemistry, Genetics and Molecular Biology · Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Bacillus and Francisella bacterial research #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
- Climate Variable Downscaling with Conditional Normalizing Flows
2024/05/31 by C. Winkler, Winkler, Christina, Paula Harder +3 · 1 citation
Economics, Econometrics and Finance · Environmental Science · #Climate Change Policy and Economics #Environmental Impact and Sustainability