2 papers
cs.LG2026
Assimilative Causal Inference
Marios Andreou, Nan Chen, Erik Bollt
Causal inference is fundamental across scientific disciplines, yet existing methods struggle to capture instantaneous, time-evolving causal relationships in complex, high-dimension…
nlin.CD2026
Empirical Discovery of Multi-Scale Transfer of Information in Dynamical Systems
Christopher W. Curtis, Erik M. Bollt
In this work, we quantify the time scales and information flow associated with multiscale energy transfer in a weakly turbulent system. This is done through a greedy optimization a…