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Author

Roberto Menta

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Preprint Sep 2026

Temporal information processing on a 4,500-qubit quantum annealer

A quantum machine-learning model implemented on a programmable superconducting quantum annealer that processes temporal data at large scale using up to 4,500 qubits is reported-the largest quantum machine-learning experiment performed to date.

Antonio Sannia, Roberto Menta, Pratik Sathe et al. · 0 citations
Preprint Aug 2026

Quantum error correction with global control

This work identifies a class of cyclic stabilizer codes realizable through global iSWAP and single-qubit gates, yielding QEC thresholds nearly seven orders of magnitude larger than previous estimates for globally-controlled arrays.

Roberto Menta, Lindsay Bassman Oftelie, Ashkan Abedi et al. · 2 citations
Preprint Jul 2026

Mitigating quantum decoherence via global optimal control

We show that global optimal control can drastically suppress the impact of decoherence in globally driven superconducting quantum computing architectures, taking as a prototype a recently proposed quasi-two-dimensional ladder geometry. Using a tensor-network-based approach, we quantify how amplitude-damping and dephasi...

Ashkan Abedi, Roberto Menta, Julien Despres et al. · 0 citations
Preprint Jul 2026

A Reservoir Computing Approach to Quantum Gate Synthesis

Group Reservoir Computing is introduced, an efficient machine-learning paradigm for learning temporal dynamics whose training reduces to a single linear regression, to reduce the resources required.

F. Caravelli, Roberto Menta, Antonio Sannia · 0 citations

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