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cs.LG2026
Dynamics to decision: A mathematical theory of Lyapunov spectra and decision boundaries in deep classifiers
Shirin Panahi, Amirhossein Nazerian, Ali Pezeshki
A deep classifier is defined not only by the decision it produces, but also by the sequence of transformations through which that decision is formed. Treating this evolution as a d…
cs.LG2026
Vestibular reservoir computing
Smita Deb, Shirin Panahi, Mulugeta Haile +1
Reservoir computing (RC) is a computational framework known for its training efficiency, making it ideal for physical hardware implementations. However, realizing the complex inter…