AI RESEARCH
Information theory for dimensionality reduction in dynamical systems
arXiv CS.LG
•
ArXi:2312.06608v4 Announce Type: replace-cross The dynamics of many-body systems can often be captured in terms of only a few relevant variables. Mathematical and numerical approaches exist to identify these variables by exploiting a separation of time scales between slow relevant and fast irrelevant variables, but such a separation of scales is not always obvious or even available. In this work, we