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Boris Bonev
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Spherical Fourier Neural Operators: Learning Stable Dynamics on the Sphere
B Bonev, T Kurth, C Hundt, J Pathak, M Baust, K Kashinath, ...
Proceedings of the 40th International Conference on Machine Learning 202 …, 2023
1152023
Discontinuous Galerkin scheme for the spherical shallow water equations with applications to tsunami modeling and prediction
B Bonev, JS Hesthaven, FX Giraldo, MA Kopera
Journal of Computational Physics 362, 425-448, 2018
522018
ACE: A fast, skillful learned global atmospheric model for climate prediction
O Watt-Meyer, G Dresdner, J McGibbon, SK Clark, B Henn, J Duncan, ...
arXiv preprint arXiv:2310.02074, 2023
332023
Pre-computed liquid spaces with generative neural networks and optical flow
B Bonev, L Prantl, N Thuerey
arXiv preprint arXiv:1704.07854 3, 2017
182017
Generating liquid simulations with deformation-aware neural networks
L Prantl, B Bonev, N Thuerey
arXiv preprint arXiv:1704.07854, 2017
152017
Pretraining codomain attention neural operators for solving multiphysics pdes
MA Rahman, RJ George, M Elleithy, D Leibovici, Z Li, B Bonev, C White, ...
arXiv preprint arXiv:2403.12553, 2024
132024
Advancing parsimonious deep learning weather prediction using the HEALPix mesh
M Karlbauer, N Cresswell‐Clay, DR Durran, RA Moreno, T Kurth, B Bonev, ...
Journal of Advances in Modeling Earth Systems 16 (8), e2023MS004021, 2024
122024
Neural operators with localized integral and differential kernels
M Liu-Schiaffini, J Berner, B Bonev, T Kurth, K Azizzadenesheli, ...
arXiv preprint arXiv:2402.16845, 2024
112024
A practical probabilistic benchmark for ai weather models
ND Brenowitz, Y Cohen, J Pathak, A Mahesh, B Bonev, T Kurth, ...
arXiv preprint arXiv:2401.15305, 2024
82024
Coupled Ocean-Atmosphere Dynamics in a Machine Learning Earth System Model
C Wang, MS Pritchard, N Brenowitz, Y Cohen, B Bonev, T Kurth, D Durran, ...
arXiv preprint arXiv:2406.08632, 2024
62024
A comparative study of earthquake source models in high- order accurate tsunami simulations
M Hajihassanpour, B Bonev, JS Hesthaven
Ocean Modelling, 2019
52019
Exploring the design space of deep-learning-based weather forecasting systems
SA Siddiqui, J Kossaifi, B Bonev, C Choy, J Kautz, D Krueger, ...
arXiv preprint arXiv:2410.07472, 2024
42024
Application of the AI2 Climate Emulator to E3SMv2's global atmosphere model, with a focus on precipitation fidelity
JPC Duncan, E Wu, JC Golaz, PM Caldwell, O Watt‐Meyer, SK Clark, ...
Journal of Geophysical Research: Machine Learning and Computation 1 (3 …, 2024
42024
A hierarchical preconditioner for wave problems in quasilinear complexity
B Bonev, JS Hesthaven
SIAM Journal on Scientific Computing 44 (1), A198-A229, 2022
42022
Modelling atmospheric dynamics with spherical fourier neural operators
B Bonev, T Kurth, C Hundt, J Pathak, M Baust, K Kashinath, ...
ICLR 2023 Workshop on Tackling Climate Change with Machine Learning, 2023
32023
Huge ensembles part i: Design of ensemble weather forecasts using spherical fourier neural operators
A Mahesh, W Collins, B Bonev, N Brenowitz, Y Cohen, J Elms, ...
arXiv preprint arXiv:2408.03100, 2024
22024
Guaranteed Approximation Bounds for Mixed-Precision Neural Operators
R Tu, C White, J Kossaifi, B Bonev, G Pekhimenko, K Azizzadenesheli, ...
The Twelfth International Conference on Learning Representations, 2023
22023
Data-driven Surface Solar Irradiance Estimation using Neural Operators at Global Scale
A Carpentieri, J Leinonen, J Adie, B Bonev, D Folini, F Hariri
arXiv preprint arXiv:2411.08843, 2024
12024
Huge Ensembles Part II: Properties of a Huge Ensemble of Hindcasts Generated with Spherical Fourier Neural Operators
A Mahesh, W Collins, B Bonev, N Brenowitz, Y Cohen, P Harrington, ...
arXiv preprint arXiv:2408.01581, 2024
12024
NVIDIA Earth-2: 2024 AI Research Highlights Spanning Emulation, Forecasting, Huge Ensembles, Downscaling & Data Assimilation.
K Kashinath, M Pritchard, ND Brenowitz, J Pathak, Y Cohen, P Garg, ...
105th AMS Annual Meeting, 2025
2025
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