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Luca Laurenti

TU Delft

Certified Neural Approximations of Nonlinear Dynamics

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May 21, 2025
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Error Bounds for Deep Learning-based Uncertainty Propagation in SDEs

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Oct 28, 2024
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Error Bounds For Gaussian Process Regression Under Bounded Support Noise With Applications To Safety Certification

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Aug 16, 2024
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Finite Neural Networks as Mixtures of Gaussian Processes: From Provable Error Bounds to Prior Selection

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Jul 26, 2024
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Data-Driven Permissible Safe Control with Barrier Certificates

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Apr 30, 2024
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Piecewise Stochastic Barrier Functions

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Apr 29, 2024
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Probabilistic Reach-Avoid for Bayesian Neural Networks

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Oct 03, 2023
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Promises of Deep Kernel Learning for Control Synthesis

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Sep 12, 2023
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Adversarial Robustness Certification for Bayesian Neural Networks

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Jun 23, 2023
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BNN-DP: Robustness Certification of Bayesian Neural Networks via Dynamic Programming

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Jun 19, 2023
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