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A comparative analysis of adversarial robustness for quantum and classical machine learning models

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quant-ph 1

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A hardware efficient quantum residual neural network without post-selection

quant-ph · 2026-04-08 · unverdicted · novelty 7.0 · 2 refs

A quantum residual neural network using deterministic mixtures of identity and variational unitaries to enable post-selection-free residual learning with 10x fewer gates and reported accuracies of 99% binary and 80% multi-class on image datasets.

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  • A hardware efficient quantum residual neural network without post-selection quant-ph · 2026-04-08 · unverdicted · none · ref 28 · 2 links

    A quantum residual neural network using deterministic mixtures of identity and variational unitaries to enable post-selection-free residual learning with 10x fewer gates and reported accuracies of 99% binary and 80% multi-class on image datasets.