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This work introduces RouteRelay, a router-agnostic method that reuses only route metadata across depth while continuing to compute attention with the current layer's queries, keys, and values and gives a top-$k$ stability condition, a probabilistic bound on missed challengers, and a row-selective GPU execution design.
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