Sparse Memory Routing in Raven. Unlike SSMs that update the entire state densely, or SWA that enforces strict FIFO overwriting, Raven uses an input-dependent router. At each step, only a specific subset of memory slots (highlighted) is selected to undergo decay and receive new information. Unselected slots remain completely untouched, preventing interference and preserving long-range recall.