A stationary path law is ergodic when every time-shift-invariant event has probability zero or one. The Birkhoff ergodic theorem then identifies integrable time averages with deterministic ensemble expectations. A shared random scale multiplying iid noise gives a stationary counterexample: it is uncorrelated across distinct times, but the path retains information about the random scale.
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