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ep7 - Jean-Jacques Slotine: Sliding, nonlinear and adaptive control, contraction theory, complex networks, optimization, and machine learning

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Contraction Is Modular, Right?

Contraction has a lot of nice properties. It is modular because it applies to non-autonomous systems. You can build very large contracting systems out of simpler elements by using some simple rules, basically. And so actually, we have a paper this year in Newrips called RNNs of RNNs. We do a contraction analysis of individual recurrent neural networks and then we just pick lots of these networks, and we connect to them. We just learn the connections. That's how you get to state-of-the-art in some standard test problems, just doing that.

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