Dynamic Synaptic Modulation of LMG Qubits populations in a Bio-Inspired Quantum Brain
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arXiv
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| Format: | Preprint |
| Published: |
2026
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| _version_ | 1866912911225520128 |
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| author | Torres, J. J. Romera, E. |
| author_facet | Torres, J. J. Romera, E. |
| contents | We present a biologically inspired quantum neural network that encodes neuronal populations as fully connected qubits governed by the Lipkin-Meshkov-Glick (LMG) quantum Hamiltonian and stabilized by a synaptic-efficacy feedback implementing activity-dependent homeostatic control. The framework links collective quantum many-body modes and attractor structure to population homeostasis and rhythmogenesis, outlining scalable computational primitives -- stable set points, controllable oscillations, and size-dependent robustness -- that position LMG-based architectures as promising blueprints for bio-inspired quantum brains on future quantum hardware. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2602_16003 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | Dynamic Synaptic Modulation of LMG Qubits populations in a Bio-Inspired Quantum Brain Torres, J. J. Romera, E. Quantum Physics Computational Physics We present a biologically inspired quantum neural network that encodes neuronal populations as fully connected qubits governed by the Lipkin-Meshkov-Glick (LMG) quantum Hamiltonian and stabilized by a synaptic-efficacy feedback implementing activity-dependent homeostatic control. The framework links collective quantum many-body modes and attractor structure to population homeostasis and rhythmogenesis, outlining scalable computational primitives -- stable set points, controllable oscillations, and size-dependent robustness -- that position LMG-based architectures as promising blueprints for bio-inspired quantum brains on future quantum hardware. |
| title | Dynamic Synaptic Modulation of LMG Qubits populations in a Bio-Inspired Quantum Brain |
| topic | Quantum Physics Computational Physics |
| url | https://arxiv.org/abs/2602.16003 |