Quantum Reservoir Computing for Attention-like Selective Reproduction

Hadi Zadeh-Haghighi; Christoph Simon

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arXiv · 2610.19272

Quantum Reservoir Computing for Attention-like Selective Reproduction

Hadi Zadeh-Haghighi·Christoph Simon

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Abstract

Choosing which information to use as the context changes is a basic cognitive operation. We introduce a new task of this kind for quantum reservoir computing (QRC): a binary cue indicates which of two simultaneous input streams the reservoir must reproduce. In simulated spin reservoirs with a trained linear readout, infinitely many measurements (exact expectation values) let the reservoir reproduce the cued stream accurately. At a finite number of measurements $N_M$, the score exceeds that of a linear readout of the raw inputs only at large $N_M$ because of sampling noise. Performance increases with both entanglement and coherence in the computational basis, and then saturates. These results show that QRC can select and reproduce a cued stream, and they are a starting point for harder cognitive tasks.

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Hadi Zadeh-Haghighi, Christoph Simon. 2026-10-13. Quantum Reservoir Computing for Attention-like Selective Reproduction. https://arxiv.org/abs/2610.19272

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