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19982026
most citedQuantum optical classifier with superexponential speedup

4 citations · 11 across the 16 of their papers we have counts for

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quant-ph2026

Optimal Dynamic Cooling of Multiple Qubits

Mattia Reda, Massimiliano Sacchi, Chiara Macchiavello +1

We solve the closed-system problem of cooling qubits, selected from identical thermal qubits, to the lowest common local temperature allowed by unitarity. The optimal proto…

quant-ph2026

Sparse positive maps on qutrits with exact nondecomposability thresholds and PPT-entanglement transitions

Davide Poderini, Angela Rosy Morgillo, Fabio Benatti +3

We study a family of sparse positive maps on qutrits for which positivity, decomposability, and PPT entanglement can all be analysed explicitly. The block structure of the associat…

quant-ph2026

Generating Non-Decomposable Maps with Differentiable Semidefinite Programming

Angela Rosy Morgillo, Davide Poderini, Fabio Anselmi +3

Positive maps that are not decomposable are a key resource in entanglement theory because they can detect bound entangled states, yet systematic methods for constructing them remai…

quant-ph2026

Divide et impera: hybrid multinomial classifiers from quantum binary models

Simone Roncallo, Angela Rosy Morgillo, Seth Lloyd +2

We investigate how to combine a collection of quantum binary models into a multinomial classifier. We employ a hybrid approach, adopting strategies like one-vs-one, one-vs-rest and…

quant-ph2026

Quantum Optical Neuron for Image Classification via Multiphoton Interference

Giorgio Minati, Simone Roncallo, Simone Scrofana +6

The rapid growth of machine learning is increasingly constrained by the energy and bandwidth limits of classical hardware. Optical and quantum technologies offer an alternative rou…