A packet with previous collisions attempts independently in each slot with probability . On failure it advances to stage , and on success it leaves. The Markov chain state records the number of packets at every stage, rather than only the total backlog. This memoryless-window model is related to binary exponential backoff, but its geometric waiting times differ from uniform counters in finite retry windows.
For geometric-attempt exponential backoff, assume each attempted transmission fails independently with a fixed probability . The probability of reaching stage is , and its mean waiting time is . The Tonelli theorem gives , finite exactly when . The packet succeeds almost surely for every , so almost-sure success does not guarantee finite mean delay. A fixed independent failure probability is a simplifying assumption, not a theorem about collisions in an interacting network.

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