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Samuel N. Cohen

Generalization Error of Graph Neural Networks in the Mean-field Regime

Feb 10, 2024
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Mean-field Analysis of Generalization Errors

Jun 20, 2023
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Global Convergence of Deep Galerkin and PINNs Methods for Solving Partial Differential Equations

May 10, 2023
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TAPAS: a Toolbox for Adversarial Privacy Auditing of Synthetic Data

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Nov 12, 2022
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Hedging option books using neural-SDE market models

May 31, 2022
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Synthetic Data -- what, why and how?

May 06, 2022
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Neural Q-learning for solving elliptic PDEs

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Mar 31, 2022
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Estimating risks of option books using neural-SDE market models

Feb 15, 2022
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Identifiability in inverse reinforcement learning

Jun 07, 2021
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Arbitrage-free neural-SDE market models

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May 24, 2021
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