Jun-Chi Xu

TrustMamba: calibrated uncertainty quantification for reliable and label-efficient bearing fault diagnosis

TrustMamba is proposed, a framework that reports calibrated uncertainty as part of the diagnostic output, and retains the lowest calibration error among competing methods under low signal-to-noise measurement conditions down to 0 dB.