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Faustino Gomez

2 accepted papers

2018

NAIS-Net: Stable Deep Networks from Non-Autonomous Differential Equations

NeurIPS 2018poster

This paper introduces Non-Autonomous Input-Output Stable Network (NAIS-Net), a very deep architecture where each stacked processing block is derived from a time-invariant non-autonomous dynamical system. Non-autonomy is implemented by skip connections from the block input to each of the unrolled pro…