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20212026
most citedThe Variational Quantum Eigensolver: a review of methods and best practices

1.1k citations · 1.1k across the 7 of their papers we have counts for

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quant-ph2026

Fidelity Determines the Minimum Error of Quantum Recovery

Dario Picozzi

Even a recovery that maximizes worst-input entanglement fidelity can retain avoidable errors in subsequent measurements. Entanglement fidelity is the probability of passing a test…

cs.LG2026

The information geometry of large language models is shared, learned, and controllable

Dario Picozzi

Large language models learn similar behaviours, yet it remains unclear what structure they share or how to change one behaviour without disturbing others. The Fisher-Rao geometry o…

quant-ph2026

A hardware-efficient variational ansatz with an exact diagonal metric for real- and imaginary-time evolution and Haar sampling

Dario Picozzi

Variational quantum algorithms depend on the geometry of their parametrised circuits: metric-aware optimisation and time evolution require the Fubini--Study metric, which has hithe…

quant-ph2026

Symmetry-adapted qubit encoding with complete active space and Bravyi--Kitaev mapping for quantum chemistry on a quantum computer

Dario Picozzi, Jonathan Tennyson

We present a symmetry-adapted qubit encoding with complete active space (SAE-CAS) for quantum chemistry on fault-tolerant and near-term quantum processors. Building on exact-symmet…

quant-ph2026

Periodic Symmetry-Adapted Encoding: Qubit Reduction in Crystalline Electronic Structure

Dario Picozzi

We introduce periodic symmetry-adapted encoding (SAE) for qubit-efficient simulations of crystalline materials, extending the molecular SAE framework developed in earlier work to p…