Analog neutral-atom for in-memory processing in quantum reservoir computing

arXiv:2609.28441 · quant-ph, cond-mat.dis-nn · Submitted 2026-09-23 · Read on arXiv

quant-ph, cond-mat.dis-nn

Submitted: 2026-09-23

Updated: 2026-09-23

Terminology

• Quantum Reservoir Computing — 35× in this paper
• Benchmark — 12× in this paper · explained in 2 episodes
• Trace — 12× in this paper · explained in 2 episodes
• Accuracy — 10× in this paper · explained in 1 episode
• Trace Distance — 8× in this paper · explained in 3 episodes
• Entanglement — 6× in this paper · explained in 4 episodes
• Short-Term Memory — 6× in this paper
• Hilbert Space — 4× in this paper · explained in 2 episodes
• Unitary Dynamics — 4× in this paper · explained in 2 episodes
• Lindblad master equation — 3× in this paper · explained in 2 episodes
• Phase Transitions — 3× in this paper · explained in 2 episodes
• Standardized Mean Squared Error — 3× in this paper
• Amplitude Damping (AD) — 2× in this paper · explained in 1 episode
• Chaotic Dynamics — 2× in this paper · explained in 2 episodes
• Non-Markovianity — 2× in this paper · explained in 3 episodes
• Amplitude Damping (AD) Channel — 1× in this paper · explained in 1 episode
• Degeneracy — 1× in this paper · explained in 3 episodes
• Dynamical regimes — 1× in this paper · explained in 2 episodes
• Feature Extraction — 1× in this paper · explained in 2 episodes
• Quantization — 1× in this paper · explained in 12 episodes
• Quantum Circuits — 1× in this paper · explained in 2 episodes
• Quantum Reservoir Computing (QRC) — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Symmetry Breaking — 1× in this paper · explained in 3 episodes
• Temporal Correlations — 1× in this paper · explained in 2 episodes

Sources

• Quenched Quantum Feature Maps
• Large-scale quantum reservoir learning with an analog quantum computer
• General theory of monitored Quantum Reservoir Computing
• Non-unital noise in a superconducting quantum computer as a computational resource for reservoir computing
• Quantum Reservoir Computing for Credit Card Default Prediction on a Neutral Atom Platform
• A Quantum Reservoir Computing Approach to Quantum Stock Movement Forecasting in Quantum-Invested Markets
• Image Denoising via Quantum Reservoir Computing
• Quantum Reservoir Computing with Neutral Atoms on a Small, Complex, Medical Dataset
• Aquila: QuEra's 256-qubit neutral-atom quantum computer
• Experimental neuromorphic computing based on quantum memristor

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