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【代码贡献】优化 QSVM 算法实现效率#15

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bmai-BH6BHG wants to merge 16 commits intoOriginQ:mainfrom
bmai-BH6BHG:feature/non-hermitian-qsvm-kernel1
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【代码贡献】优化 QSVM 算法实现效率#15
bmai-BH6BHG wants to merge 16 commits intoOriginQ:mainfrom
bmai-BH6BHG:feature/non-hermitian-qsvm-kernel1

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@bmai-BH6BHG bmai-BH6BHG commented Apr 29, 2026

OriginQuantumCloud and others added 16 commits January 28, 2026 17:39
… - Implement non-normal operator M = |0><0| + c|1><1| + sqrt(gamma_gain)|1><0| where M† ≠ M, enabling truly asymmetric kernel matrices - Add PT-symmetry constraint (gamma_loss + gamma_gain <= 0.95) - Add dynamic normalization to prevent numerical overflow - Add Numba JIT acceleration for core evolution loop - Add 6 PSD projection methods: nearest, direct, regularized, symmetrize, abs, auto - Add supervised gamma scheduling using Fisher ratio - Add PT phase transition analyzer with exceptional point detection - Add GPUQVM support with automatic CPU fallback - Add comprehensive interpretability analysis report - Add unit tests (non_hermitian_qsvm.test.py) Refs: arXiv:1804.11326, arXiv:2506.07676, arXiv:2405.17388
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