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cs.LG2026
LDTC: Lifelong deep temporal clustering for multivariate time series
Zhi Wang, Yanni Li, Pingping Zheng +1
Clustering temporal and dynamically changing multivariate time series from real-world fields, called temporal clustering for short, has been a major challenge due to inherent compl…
cs.LG2026
Continual Learning of Achieving Forgetting-free and Positive Knowledge Transfer
Zhi Wang, Zhongbin Wu, Yanni Li +3
Existing research on continual learning (CL) of a sequence of tasks focuses mainly on dealing with catastrophic forgetting (CF) to balance the learning plasticity of new tasks and…
cs.LG2021
Defeating Catastrophic Forgetting via Enhanced Orthogonal Weights Modification
Yanni Li, Bing Liu, Kaicheng Yao +4
The ability of neural networks (NNs) to learn and remember multiple tasks sequentially is facing tough challenges in achieving general artificial intelligence due to their catastro…