Julius Berner
Orcid: 0000-0002-5648-648X
According to our database1,
Julius Berner
authored at least 23 papers
between 2019 and 2024.
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2024
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Bibliography
2024
Trans. Mach. Learn. Res., 2024
Beyond Closure Models: Learning Chaotic-Systems via Physics-Informed Neural Operators.
CoRR, 2024
Reduced-Order Neural Operators: Learning Lagrangian Dynamics on Highly Sparse Graphs.
CoRR, 2024
CoRR, 2024
CoRR, 2024
Proceedings of the Forty-first International Conference on Machine Learning, 2024
Proceedings of the Forty-first International Conference on Machine Learning, 2024
DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training.
Proceedings of the Forty-first International Conference on Machine Learning, 2024
Proceedings of the Twelfth International Conference on Learning Representations, 2024
Proceedings of the Second Tiny Papers Track at ICLR 2024, 2024
2023
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Proceedings of the Eleventh International Conference on Learning Representations, 2023
2022
Proceedings of the International Conference on Machine Learning, 2022
2021
2020
Analysis of the Generalization Error: Empirical Risk Minimization over Deep Artificial Neural Networks Overcomes the Curse of Dimensionality in the Numerical Approximation of Black-Scholes Partial Differential Equations.
SIAM J. Math. Data Sci., 2020
Numerically Solving Parametric Families of High-Dimensional Kolmogorov Partial Differential Equations via Deep Learning.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020
2019
Towards a regularity theory for ReLU networks - chain rule and global error estimates.
CoRR, 2019
How degenerate is the parametrization of neural networks with the ReLU activation function?
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019