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Publications of Eduardo D. Sontag jointly with R. Wang
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A. C. B. de Oliveira,
R. Wang,
I.R. Manchester,
and E. D. Sontag.
Remarks on Lipschitz-minimal interpolation: Generalization bounds and neural network implementation.
In Proc. 65th IEEE Conference on Decision and Control (CDC),
2026.
Note: Submitted. Also arXiv:2603.19524.
Abstract: |
This notes estabilishes a theoretical framework for finding (potentially overparameterized) approximations of a function on a compact with \apriori guarantees for the generalization error of the resulting approximation. The results presented theoretically here are then applied for the scenario of a deep ReLU network. |
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