Memory by Design: Probabilistic Sequence Layers
The design-model framework creates efficient recurrent sequence maps by separating memory storage, input writing, and output reading into distinct probabilistic components. This allows the system to derive a layer's behavior from explicit assumptions about how memory is written and queried, leading to layers that propagate both mean state and uncertainty (covariance).