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cs.LG2026★ 1 cited
BACE-RUL: A Bi-directional Adversarial Network with Covariate Encoding for Machine Remaining Useful Life Prediction
Zekai Zhang, Dan Li, Shunyu Wu +4
Prognostic and Health Management (PHM) are crucial ways to avoid unnecessary maintenance for Cyber-Physical Systems (CPS) and improve system reliability. Predicting the Remaining U…
cs.LG2024
GLA-DA: Global-Local Alignment Domain Adaptation for Multivariate Time Series
Gang Tu, Dan Li, Bingxin Lin +2
Unlike images and natural language tokens, time series data is highly semantically sparse, resulting in labor-intensive label annotations. Unsupervised and Semi-supervised Domain A…