用路径积分建模认知,揭示意识从无意识到顿悟的连续过程。
A Path Integral Model of Cognition
- 将目标导向认知建模为虚时演化,通过投影哈密顿量优化状态。
- 虚时演化等价于黎曼梯度流,唯一最小值即为最优解。
- 通过欧氏旋转统一描述无意识与有意识过程,适用于神经科学建模。
我们建立了认知成本优化的数学与物理框架,构建了意识的路径积分模型。目标导向的认知过程被建模为投影哈密顿量下的虚时演化(ITE),该演化奖励与目标概念一致的状态配置。本文提出三个核心结果:第一,此虚时演化等价于双括号流,即希尔伯特-施密特代价函数的黎曼梯度流,其唯一最小值即为解;第二,通过魏克旋转,该非幺正下降可重写为同一希尔伯特空间上的等价幺正演化,并在离散路径积分中精确表示,其中预言器与初始态扩散投影分别扮演势能与动能角色;第三,我们识别出从无意识到有意识处理的连续过渡,由认知系统与神经-环境探针间的相互作用强度决定。在马尔可夫弱耦合极限下恢复了 Asano 等人的戈里尼-科萨科夫斯基-苏达良-林德布拉德(GKSL)退相干模型,在强耦合极限下实现优化状态的投影性报告,即顿悟式“啊哈”终点。两阶段共享相同的虚时演化与路径积分结构,仅交互强度不同。因此,魏克旋转仅为描述重构,而非物理态变。
原文摘要 · Abstract (English)
We develop the mathematical and physical formulation of cognitive cost optimization that underlies the path-integral model of consciousness. The goal-directed cognitive process is modeled as imaginary-time evolution (ITE) under a projector Hamiltonian that rewards configurations consistent with a target concept. We establish three results. First, this ITE coincides with a double-bracket flow and is therefore the Riemannian gradient flow of a Hilbert--Schmidt cost whose unique minimum is the solution. Second, a Wick rotation re-expresses this non-unitary descent as an equivalent unitary evolution on the same Hilbert space, which admits an exact discrete path-integral representation in which the oracle and the initial-state diffusion projector play the roles of potential and kinetic energy. Third, we identify the continuum from unconscious to conscious processing with the strength of the unitary interaction between the cognitive system and a neural-environment probe, recovering the Gorini--Kossakowski--Sudarshan--Lindblad (GKSL) decoherence model of Asano \textit{et al.} in the Markovian weak-coupling limit, and the projective, reportable fixation of an optimized state in the strong-coupling limit, an insight-like ``Aha'' endpoint. Both regimes share the same ITE and path-integral structure, and only the measurement-interaction strength varies. The Wick rotation is therefore a technique of re-description, not a physical regime change.
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