Combining conformal risk control with an order-statistic delay bound, the paper proposes fixed and channel-adaptive model selection for wireless edge inference that claims guaranteed loss and deadline violation probability.
Conformal prediction: A gentle introduction,
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Black-Box Edge AI Model Selection with Conformal Latency and Accuracy Guarantees
Combining conformal risk control with an order-statistic delay bound, the paper proposes fixed and channel-adaptive model selection for wireless edge inference that claims guaranteed loss and deadline violation probability.