Place Cells as Multi-Scale Position Embeddings: Random Walk Transition Kernels for Path Planning

The hippocampus supports spatial navigation by encoding cognitive maps through collective place cell activity. We model the place cell population as non-negative spatial embeddings derived from the spectral decomposition of multi-step random walk transition kernels.