no code implementations • 27 May 2020 • Jong-Hoon Ahn
However, most learning architectures do not inherently incorporate conservation laws in the form of continuity equations, and they require dense data to learn the dynamics of conserved quantities.
no code implementations • 4 Oct 2019 • Hong Jiang, Jong-Hoon Ahn, Xiaoyang Wang
We will develop a theoretical framework to characterize the signals that can be robustly recovered from their observations by an ML algorithm, and establish a Lipschitz condition on signals and observations that is both necessary and sufficient for the existence of a robust recovery.