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0 papersLast indexed Aug 31, 2026
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Aug 29, 2026·Zenodo (CERN European Organization for Nuclear Research)
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Quantum-Cognitive Reinforcement Learning via Penrose Objective Reduction

Jonathan Reiser

Classical reinforcement learning (RL) and decision theory rely on Kolmogorovian probability spaces and independent utility metrics. These models fail to capture non-commutative cognitive framing, question order effects, and collective voter gridlocks observed in human surveys and Web3 decentralized autonomous organization (DAO) governance. Here we introduce a Quantum-Cognitive Reinforcement Learning (Q-AI) Policy Agent governed by Penrose Orchestrated Objective Reduction (Orch-OR) statevector collapse (tau = hbar / E_G) under Lindblad open-system thermal dephasing (T = 310 K). We validate our architecture against two empirical datasets:1. Human Survey Cognition: Achieving a 98% coefficient of determination (RÂČ = 0.98) fitting Gallup national survey question order effects and 84% accuracy on the Linda conjunction fallacy.2. Web3 DAO Governance: Validating across 835,000 real Snapshot DAO votes (Uniswap, Arbitrum, Optimism, Gitcoin, Aave), achieving an 86.7% Mean Absolute Error reduction (1.3% MAE vs 9.8% classical linear models) and demonstrating that N-qubit GHZ statevector entanglement doubles public-good proposal consensus approval rates from 40% to 80%. Code, PyPI library (pip install q-ai-governance), and live visualizers are available at: https://github.com/JonathanReiser/quantum-orch-or

Open access
2 source records
Opinion Dynamics and Social Influence
Quantum Mechanics and Applications
Quantum Computing Algorithms and Architecture
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Aug 27, 2026·Advances in Applied Mathematics
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Redactable blockchains and polynomial equations

Alexander Demin, Alexey Ovchinnikov, Vladimir Shpilrain

No abstract is available for this record.

Open access
Quantum Computing Algorithms and Architecture
Quantum Information and Cryptography
Quantum Mechanics and Applications
Original source
Aug 26, 2026·Open Science Framework
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REVERSIBLE LIGHT–ATOM STATE TRANSFER

Vidamor Cabannas

This article develops an expanded critical–propositional analysis of A. D. Boozer, A. Boca, R. Miller, T. E. Northup, and H. J. Kimble’s 2007 experimental study, “Reversible State Transfer between Light and a Single Trapped Atom,” in systematic dialogue with the Theory of Objectivity (TO), developed by Vidamor Cabannas and Denivaldo Silva. Boozer et al. experimentally demonstrated the reversible mapping of a weak coherent optical state, with mean photon number nÂŻ ≃ 1.1, to and from the hyperfine ground states of a single cesium atom confined within a high-finesse optical cavity. The experiment operated in the strong-coupling regime of cavity quantum electrodynamics, with maximum atom–cavity coupling g0 = (2π)(16 MHz), exceeding both the cavity-field decay rate Îș = (2π)(3.8 MHz) and the atomic excited-state decay rate Îł = (2π)(2.6 MHz). Most significantly for the present inquiry, coherence was experimentally probed by mapping the stored atomic state back into an optical field and detecting a phase-dependent interference signal with fringe visibility va = 0.46 ± 0.03 over the selected detection window (Boozer et al. 2007). The article argues that this experiment is highly relevant to TO at the level of structural and operational compatibility, especially concerning boundary dependence, relational composition, information storage, radiation–matter conversion, and the TO concept of the transcendent element as knowledge or information produced in atomic relations and considered equivalent to atomic radiation. A strict epistemological distinction is nevertheless maintained among three levels: (1) empirical confirmation of physical phenomena; (2) structural compatibility between those phenomena and categories of TO; and (3) specific empirical confirmation capable of discriminating TO-derived predictions from the predictions of standard cavity QED. Boozer et al. strongly satisfy the first level and provide unusually significant material for the second, but they do not independently establish the third. The confrontation with the Seven Absolute Truths of TO indicates particularly strong operational dialogue with VA4 (boundary/interface), VA6 (composition from prior relations), and VA7 (the transcendent/informational element), moderate structural dialogue with VA2 and VA5, and epistemological neutrality regarding VA1 and VA3. The experiment is further examined in relation to TO’s phenomenic elements, Inducing Effects, Cosmogonic Theorem, and Cosmological Eras. The study concludes that Boozer et al. should not be invoked as retrospective proof of TO; rather, it should be treated as an experimentally mature platform from which TO could formulate new, quantitatively distinct predictions. A prospective protocol is therefore proposed in which repeated light–atom–light conversion cycles, phase fidelity, coherence time, boundary conditions, and information-return functions become possible empirical bridges between TO and cavity QED. On a dialogical scale from zero to ten, the Boozer experiment is assigned 8.5/10 for its unusually strong microphysical and informational convergence with TO, while remaining non-discriminating with respect to TO’s distinctive modal ontology. Keywords: Theory of Objectivity; cavity quantum electrodynamics; quantum infor- mation; atom–photon interface; reversible state transfer; coherent states; information; radiation; modal ontology; empirical testability; boundary conditions; transcendent element.

Open access
Quantum Mechanics and Applications
Quantum and Classical Electrodynamics
Relativity and Gravitational Theory
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