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q-bio.QM2025
Data-driven discovery of dynamical models in biology
Bartosz Prokop, Lendert Gelens
Dynamical systems theory provides a mathematical framework for describing how interacting biological components evolve over time and space, from molecular oscillators to large-scal…
cs.LG2025★ 1 cited
Machine learning identifies nullclines in oscillatory dynamical systems
Bartosz Prokop, Jimmy Billen, Nikita Frolov +1
We introduce CLINE (Computational Learning and Identification of Nullclines), a neural network-based method that uncovers the hidden structure of nullclines from oscillatory time s…