Differentiation methods as a systematic uncertainty source in equation discovery

Maria Khilchuk, Ilya Markov, Alexander Hvatov

In differential equation discovery algorithms, numerical differentiation is usually a fixed preliminary step. Current methods improve robustness with data subsampling and sparsity…