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Proximal gradient flow and Douglas-Rachford splitting dynamics: global exponential stability via integral quadratic constraints
In our analysis, we use the fact that these algorithms can be interpreted as variable-metric gradient methods on the suitable envelopes and exploit structural properties of the nonlinear terms that arise from the gradient of the smooth part of the objective function and the proximal operator associated with the nonsmooth regularizer.
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