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NTIRE 2017 challenge on single image super-resolution: Dataset and study

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Restarted contractive operators to learn at equilibrium

math.OC · 2025-06-16 · conditional · novelty 6.0

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.

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  • Restarted contractive operators to learn at equilibrium math.OC · 2025-06-16 · conditional · none · ref 1

    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.