📄 中文摘要
在视觉智能的主流范式中，语义被视为潜在表示的静态属性，假设通过高维嵌入空间中的几何接近性可以发现意义。然而，这种观点在物理上是不完整的。研究提出，智能并非现实的被动镜像，而是一个物理可实现的代理的属性，该系统受限于有限的记忆、计算能力和能量，与高熵环境进行交互。通过观察语义纤维束的运动学结构形式化这种交互，其中原始感官观察数据（纤维）被投影到低熵因果语义流形（基底）上。研究证明，对于任何界限...
观察与语义的动态
出处: On the Dynamics of Observation and Semantics
发布: 2026年2月24日
📄 English Summary
On the Dynamics of Observation and Semantics
A dominant paradigm in visual intelligence treats semantics as a static property of latent representations, assuming that meaning can be discovered through geometric proximity in high-dimensional embedding spaces. This perspective is argued to be physically incomplete. Intelligence is proposed as a property of a physically realizable agent, constrained by finite memory, computation, and energy, interacting with a high-entropy environment. This interaction is formalized through the kinematic structure of an Observation Semantics Fiber Bundle, where raw sensory observation data (the fiber) is projected onto a low-entropy causal semantic manifold (the base). The study proves that for any bound...