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cs.LG2026
SCORE-LM: State-Space Radar Representations with Language Models for Fault Diagnosis
Mainak Mallick, Seung-Kyum Choi
Radar hardware faults threaten automated perception, motivating accurate, compact diagnosis and understandable maintenance guidance. We introduce SCORE-LM, which couples a small sc…
cs.LG2026
When Labels Are Scarce: An Oscillatory State Space Model for Vibration Diagnosis
Mainak Mallick, Seung-Kyum Choi
Machine fault diagnosis from vibration requires learning from scarce labelled fault recordings while meeting the computational constraints of edge devices for local inference. We i…