Search Results for author: Daniel Lengyel

Found 3 papers, 1 papers with code

Kernel Sum of Squares for Data Adapted Kernel Learning of Dynamical Systems from Data: A global optimization approach

no code implementations12 Aug 2024 Daniel Lengyel, Panos Parpas, Boumediene Hamzi, Houman Owhadi

This paper examines the application of the Kernel Sum of Squares (KSOS) method for enhancing kernel learning from data, particularly in the context of dynamical systems.

Time Series Time Series Analysis

On Flat Minima, Large Margins and Generalizability

no code implementations1 Jan 2021 Daniel Lengyel, Nicholas Jennings, Panos Parpas, Nicholas Kantas

The intuitive connection to robustness and convincing empirical evidence have made the flatness of the loss surface an attractive measure of generalizability for neural networks.

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