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Quantization-aware Mondrian conformal prediction for embedded ECG classification

delete2026-08-10
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E
El Allam Oussama *
M
Mohamed Hamlich
DOI：10.1016/j.bspc.2026.111217delete
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Abstract

Abstract

En 中文
Post-training INT8 quantization enables electrocardiogram classifiers to run on microcontrollers, but it can change the probability distribution used by an uncertainty-calibration procedure. Reusing conformal calibration derived from the FP32 model may therefore produce unreliable deployed coverage.

Journal

Biomedical Signal Processing and Control cover
Biomedical Signal Processing and Control
IF:
4.9
Papers:
9.7K
Citations:
2.4W

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