3 papers
cs.LG2025
Efficient Approximation of Volterra Series for High-Dimensional Systems
Navin Khoshnan, Claudia K Petritsch, Bryce-Allen Bagley
The identification of high-dimensional nonlinear dynamical systems via the Volterra series has significant potential, but has been severely hindered by the curse of dimensionality.…
q-bio.NC2025
Approximating the Mathematical Structure of Psychodynamics
Bryce-Allen Bagley, Navin Khoshnan
The complexity of human cognition has meant that psychology makes more use of theory and conceptual models than perhaps any other biomedical field. To enable precise quantitative s…
q-bio.PE2025
Reinforcement Learning for Control of Evolutionary and Ecological Processes
Bryce Allen Bagley, Navin Khoshnan, Claudia K Petritsch
As Evolutionary Dynamics moves from the realm of theory into application, algorithms are needed to move beyond simple models. Yet few such methods exist in the literature. Ecologic…