Ising machine by dimensional collapse of nonlinear polarization oscillators
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arXiv
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| Main Authors: | , , , |
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| Format: | Preprint |
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2025
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| _version_ | 1866915237273272320 |
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| author | Chiavazzo, Salvatore Strinati, Marcello Calvanese Conti, Claudio Pierangeli, Davide |
| author_facet | Chiavazzo, Salvatore Strinati, Marcello Calvanese Conti, Claudio Pierangeli, Davide |
| contents | Ising machines show promise as ultrafast hardware for optimizations encoded in Ising Hamiltonians but fall short in terms of success rate and performance scaling. Here, we propose a novel Ising machine that exploits the three-dimensional nature of nonlinear polarization oscillators to counteract these limitations. Based on the evolution of the optical polarization in third-order nonlinear media, the high-dimensional machine reaches the Ising ground state by the mechanism of dimensional collapse: the dynamics on the Poincaré sphere undergoes a self-induced collapse into polarization fixed points mapping Ising spins. The photonic setup consists of polarization-modulated pulses in a $χ^{(3)}$ crystal subject to iterative feedback. We numerically demonstrate that its high-dimensional operation leads to an enhanced success probability on benchmark graphs and an exponential improvement in performance scaling with respect to coherent Ising machines. The proposed polarization Ising machine paves the way for a new class of Ising solvers with enhanced computing capabilities. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2504_08695 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Ising machine by dimensional collapse of nonlinear polarization oscillators Chiavazzo, Salvatore Strinati, Marcello Calvanese Conti, Claudio Pierangeli, Davide Optics Disordered Systems and Neural Networks Chaotic Dynamics Applied Physics Ising machines show promise as ultrafast hardware for optimizations encoded in Ising Hamiltonians but fall short in terms of success rate and performance scaling. Here, we propose a novel Ising machine that exploits the three-dimensional nature of nonlinear polarization oscillators to counteract these limitations. Based on the evolution of the optical polarization in third-order nonlinear media, the high-dimensional machine reaches the Ising ground state by the mechanism of dimensional collapse: the dynamics on the Poincaré sphere undergoes a self-induced collapse into polarization fixed points mapping Ising spins. The photonic setup consists of polarization-modulated pulses in a $χ^{(3)}$ crystal subject to iterative feedback. We numerically demonstrate that its high-dimensional operation leads to an enhanced success probability on benchmark graphs and an exponential improvement in performance scaling with respect to coherent Ising machines. The proposed polarization Ising machine paves the way for a new class of Ising solvers with enhanced computing capabilities. |
| title | Ising machine by dimensional collapse of nonlinear polarization oscillators |
| topic | Optics Disordered Systems and Neural Networks Chaotic Dynamics Applied Physics |
| url | https://arxiv.org/abs/2504.08695 |