What a radical-pair quantum reservoir would require: readable capacity, no quantum advantage, and a nuclear-register criterion

Abstract Whether the electron--nuclear spin coherence behind radical-pair magnetoreception could also support biological \emph{computation} has been conjectured for decades but never made quantitative. We treat a cryptochrome-type radical pair as a reservoir computer, solving the radical-pair master equation with electronic decoherence and driving it as a real turnover does---by the birth of a spin-correlated pair whose singlet character encodes the input. Three results follow, none of them the expected one. The reservoir is \emph{readable by ordinary chemistry}: the nuclear polarisation the product carries away gives an out-of-sample information-processing capacity of $4.7$ against its own memoryless floor of $2.0$, with no spectroscopy. There is no quantum advantage: a classical network matched channel-for-channel exceeds the five-spin reservoir by $49$--$123\%$. And the memory horizon is set not by the microsecond pair lifetime but by the turnover interval, because the nuclear register survives recombination in the diamagnetic product---so the binding constraint is chemical rather than temporal, namely that the \emph{same} register be reused between turnovers. Predicting the register's relaxation instead of assuming it makes that constraint testable: at the geomagnetic field a proton on the intact protein relaxes in milliseconds, not seconds, capping the horizon below the neural band unless the register's dipolar vector reorients about two and a half times faster than the protein ($\tau_{\rm eff}\lesssim6$~ns). What survives is a smaller claim on firmer ground: a criterion whose two constants can be measured in vitro, in place of one whose central relaxation time was never measured at all.

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Publication Details

Journal
Research Square
Published
2026-10-30
DOI
https://doi.org/10.21203/rs.3.rs-9975866/v2
Primary Topic
Neural Networks and Reservoir Computing
Type
preprint
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preprint

What a radical-pair quantum reservoir would require: readable capacity, no quantum advantage, and a nuclear-register criterion

Taiki Tanimae, Hikaru Wakaura
2 links
Research Square
Neural Networks and Reservoir Computing
preprint

What a radical-pair quantum reservoir would require: readable capacity, no quantum advantage, and a nuclear-register criterion

Taiki Tanimae, Hikaru Wakaura
preprint en

Abstract

Abstract Whether the electron--nuclear spin coherence behind radical-pair magnetoreception could also support biological \emph{computation} has been conjectured for decades but never made quantitative. We treat a cryptochrome-type radical pair as a reservoir computer, solving the radical-pair master equation with electronic decoherence and driving it as a real turnover does---by the birth of a spin-correlated pair whose singlet character encodes the input. Three results follow, none of them the expected one. The reservoir is \emph{readable by ordinary chemistry}: the nuclear polarisation the product carries away gives an out-of-sample information-processing capacity of $4.7$ against its own memoryless floor of $2.0$, with no spectroscopy. There is no quantum advantage: a classical network matched channel-for-channel exceeds the five-spin reservoir by $49$--$123\%$. And the memory horizon is set not by the microsecond pair lifetime but by the turnover interval, because the nuclear register survives recombination in the diamagnetic product---so the binding constraint is chemical rather than temporal, namely that the \emph{same} register be reused between turnovers. Predicting the register's relaxation instead of assuming it makes that constraint testable: at the geomagnetic field a proton on the intact protein relaxes in milliseconds, not seconds, capping the horizon below the neural band unless the register's dipolar vector reorients about two and a half times faster than the protein ($\tau_{\rm eff}\lesssim6$~ns). What survives is a smaller claim on firmer ground: a criterion whose two constants can be measured in vitro, in place of one whose central relaxation time was never measured at all.

Research Square
Quantum Integrated Research Institute Inc. (Japan) (JP)
Neural Networks and Reservoir Computing
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What a radical-pair quantum reservoir would require: readable capacity, no quantum advantage, and a nuclear-register criterion — Taiki Tanimae, Hikaru Wakaura · Research Square (2026) | TGRS Research Map | TGRS