NAIS-Net overview
NAIS-Net: Stable Deep Networks from Non-Autonomous Differential Equations
NeurIPS, 2018
Poster / Jack Clark's Import AI newsletter

We propose a non-autonomous architecture where each block is derived from a time-invariant non-autonomous dynamical system. Each block is asymptotically stable and can be unrolled indefinitely upon convergence to an input-dependent attractor.

Joint work with Marco Gallieri, Jonathan Masci, Christian Osendorfer and Faustino Gomez