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concepts/fiber-of-parametrization.md
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title: "参数化纤维 (Fiber of Parametrization)"
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created: 2026-06-10
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updated: 2026-06-10
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type: concept
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tags: ["neuroalgebraic-geometry", "neural-networks", "identifiability"]
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sources: ["[[relu-neuromanifolds-semi-algebraicity]]"]
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---
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# 参数化纤维 (Fiber of Parametrization)
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**参数化纤维** phi^{-1}(phi(u)) 是给定函数 f 的所有参数表示(权重)的集合——即[[parametrization-map|参数化映射]] Phi 的纤维。
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## 形式化定义
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对于 u in P(权重空间模缩放):
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```
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phi^{-1}(phi(u)) = { v in P | phi(v) = phi(u) }
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```
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纤维包含所有实现相同函数 f_u 的权重参数。
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## 纤维大小与对称性
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| 纤维大小 | 含义 |
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|---------|------|
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| = |Pr(d) 轨道| | 仅平凡对称性 — 在 [[honest-open-subset|honest 开子集]]内 |
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| > |Pr(d) 轨道| | 存在[[hidden-symmetries-neural|隐藏对称性]] |
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| 较大 | 参数冗余度高,可能影响优化 |
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## 几何意义
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纤维的几何结构反映[[neuromanifold|神经流形]]的局部奇异性:
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- 纤维维度恒定 → 神经流形在该区域光滑
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- 纤维维度跳跃 → 神经流形的奇点
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- 非约化纤维 → 更深层的几何退化
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## 商问题
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神经流形 M_d 作为集合同构于商 P / E_phi。但在[[semi-algebraic-set|半代数范畴]]中,这个商**不一定存在**——[[relu-neuromanifolds-semi-algebraicity|Flinth et al. (2026)]] 证明了 ReLU 神经流形**不是**半代数商。
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## 参考
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- [[relu-neuromanifolds-semi-algebraicity|ReLU Neuromanifolds]]
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- [[parametrization-map|Parametrization Map]]
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- [[neuromanifold|Neuromanifold]]
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- [[honest-open-subset|Honest Open Subset]]
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