2 papers
cs.LG2025
StreamFP: Learnable Fingerprint-guided Data Selection for Efficient Stream Learning
Tongjun Shi, Shuhao Zhang, Binbin Chen +1
Stream Learning (SL) requires models that can quickly adapt to continuously evolving data, posing significant challenges in both computational efficiency and learning accuracy. Eff…
cs.LG2024
SRTFD: Scalable Real-Time Fault Diagnosis through Online Continual Learning
Dandan Zhao, Karthick Sharma, Hongpeng Yin +2
Fault diagnosis (FD) is essential for maintaining operational safety and minimizing economic losses by detecting system abnormalities. Recently, deep learning (DL)-driven FD method…