Generative learning of time series with holographic quantum circuit sampling

quant-ph

Submitted: 2026-10-10

Updated: 2026-10-10

Comments: 8+34 pages, 11 figures

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Sources

• Helios: A 98-qubit trapped-ion quantum computer
• Train on classical, deploy on quantum: scaling generative quantum machine learning to a thousand qubits
• Anticoncentrated $n$-bit distribution from $\log(n)$ qubits
• Measurement-induced overconcentration in quantum generative models
• Implementation and Learning of Quantum Hidden Markov Models
• Hybrid Quantum-Classical Recurrent Neural Networks
• Addition on a Quantum Computer

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