TCUQ turns short-horizon output instability into an on-device uncertainty score with a streaming quantile threshold, claiming calibrated abstention for TinyML without online labels.
(2019) in our discussion but do not optimize for them
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TCUQ: Single-Pass Uncertainty Quantification from Temporal Consistency with Streaming Conformal Calibration for TinyML
TCUQ turns short-horizon output instability into an on-device uncertainty score with a streaming quantile threshold, claiming calibrated abstention for TinyML without online labels.