2 papers
cs.LG2026
Double projection for reconstructing dynamical systems: between stochastic and deterministic regimes
Viktor Sip, Martin Breyton, Spase Petkoski +1
Learning stochastic models of dynamical systems from observed data is of interest in many scientific fields. Here, we propose a new method for this task within the family of dynami…
q-bio.NC2025
Data-driven mean-field within whole-brain models
Martin Breyton, Viktor Sip, Marmaduke Woodman +3
Mean-field models provide a link between microscopic neuronal activity and macroscopic brain dynamics. Their derivation depends on simplifying assumptions, such as all-to-all conne…