ReTune proves that restarting a contractive truncated unrolled solver and backpropagating only through the final block yields gradients arbitrarily close to the deep-equilibrium hypergradient.
Nonsmooth implicit differentiation for machine learning and optimization
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Restarted contractive operators to learn at equilibrium
ReTune proves that restarting a contractive truncated unrolled solver and backpropagating only through the final block yields gradients arbitrarily close to the deep-equilibrium hypergradient.