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An overview on deep learning-based approximation methods for partial differential equations Beck C, Hutzenthaler M, Jentzen A, Kuckuck B (2023) In: Discrete and Continuous Dynamical Systems - Series B, 28(6), 3697-3746. doi:10.3934/dcdsb.2022238 Research article (journal) \| Peer reviewed \| Published
Full error analysis for the training of deep neural networks Beck C, Jentzen A, Kuckuck B (2022) In: Infinite Dimensional Analysis, Quantum Probability and Related Topics, 25(2), 2150020. doi:10.1142/S021902572150020X Research article (journal) \| Peer reviewed \| Published
An efficient Monte Carlo scheme for Zakai equations Beck, C.; Becker, S.; Cheridito, P.; Jentzen, A.; Neufeld, A. (2022) In: arXiv.org:2210.13530. Research article in digital collection \| Preprint \| submitted / under review
On nonlinear Feynman-Kac formulas for viscosity solutions of semilinear parabolic partial differential equations Beck C, Hutzenthaler M, Jentzen A (2021) In: Stochastics and Dynamics, 21(8). doi:10.1142/S0219493721500489 Research article (journal) \| Peer reviewed \| Published
Solving the Kolmogorov PDE by means of deep learning Beck C, Becker S, Grohs P, Jaafari N, Jentzen A (2021) In: Journal of Scientific Computing, 88(3). doi:10.1007/s10915-021-01590-0 Research article (journal) \| Peer reviewed \| Published

An overview on deep learning-based approximation methods for partial differential equations Beck C, Hutzenthaler M, Jentzen A, Kuckuck B (2023) In: Discrete and Continuous Dynamical Systems - Series B, 28(6), 3697-3746. doi:10.3934/dcdsb.2022238 Research article (journal) \| Peer reviewed \| Published
Full error analysis for the training of deep neural networks Beck C, Jentzen A, Kuckuck B (2022) In: Infinite Dimensional Analysis, Quantum Probability and Related Topics, 25(2), 2150020. doi:10.1142/S021902572150020X Research article (journal) \| Peer reviewed \| Published
An efficient Monte Carlo scheme for Zakai equations Beck, C.; Becker, S.; Cheridito, P.; Jentzen, A.; Neufeld, A. (2022) In: arXiv.org:2210.13530. Research article in digital collection \| Preprint \| submitted / under review
On nonlinear Feynman-Kac formulas for viscosity solutions of semilinear parabolic partial differential equations Beck C, Hutzenthaler M, Jentzen A (2021) In: Stochastics and Dynamics, 21(8). doi:10.1142/S0219493721500489 Research article (journal) \| Peer reviewed \| Published
Solving the Kolmogorov PDE by means of deep learning Beck C, Becker S, Grohs P, Jaafari N, Jentzen A (2021) In: Journal of Scientific Computing, 88(3). doi:10.1007/s10915-021-01590-0 Research article (journal) \| Peer reviewed \| Published