Training-Free Quantum Generative Paradigm via Local Parent Hamiltonians
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arXiv
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| Main Authors: | , , , |
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| Format: | Preprint |
| Published: |
2026
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| _version_ | 1866910255545319424 |
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| author | Tian, Shu Hu, Jiaqi Wu, Rebing Shi, Yu |
| author_facet | Tian, Shu Hu, Jiaqi Wu, Rebing Shi, Yu |
| contents | We propose a training-free quantum generative paradigm, which is fundamentally different from current generative models, which demand substantial computational power, face practical scalability limits, and often function as opaque black boxes, despite their remarkable success. We enable image and text generation without parameter training, by constructing a local parent Hamiltonian whose ground state encodes the target distribution and then solving the global Hamiltonian. Rooted directly in quantum mechanical principles, this approach establishes a new pathway for generative modeling that leverages superposition and entanglement to maintain global consistency. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2605_25986 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | Training-Free Quantum Generative Paradigm via Local Parent Hamiltonians Tian, Shu Hu, Jiaqi Wu, Rebing Shi, Yu Quantum Physics We propose a training-free quantum generative paradigm, which is fundamentally different from current generative models, which demand substantial computational power, face practical scalability limits, and often function as opaque black boxes, despite their remarkable success. We enable image and text generation without parameter training, by constructing a local parent Hamiltonian whose ground state encodes the target distribution and then solving the global Hamiltonian. Rooted directly in quantum mechanical principles, this approach establishes a new pathway for generative modeling that leverages superposition and entanglement to maintain global consistency. |
| title | Training-Free Quantum Generative Paradigm via Local Parent Hamiltonians |
| topic | Quantum Physics |
| url | https://arxiv.org/abs/2605.25986 |