quant-ph · 2026-08-06 · No. 76
Quantum Physics, 2026-08-06.
1 new papers in quant-ph. Titles, authors,
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01 — The papers
1 entries-
01
Representational separation between unitary and channel quantum generative models via shared classical randomness at shallow depth
Arunava Majumder, Marius Krumm, Hendrik Poulsen Nautrup, Hans J. Briegel
quant-ph · cs.AI · cs.LG · stat.ML
Near-term quantum hardware limits circuit depth and often imposes geometrically local connectivity for quantum generative models, restricting the output distributions accessible to shallow unitary Born models. Introducing stochasticity into a unitary quantum Born model can improve the empirical generative performance of the resulting channel model and, for a restricted small-scale architecture, has been proven to represent a strictly larger...
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