Qiao ZhongZheng

Class-Incremental Learning on Multivariate Time Series Via Shape-Aligned Temporal Distillation

Class-incremental learning (CIL) on multivariate time series (MTS) is an important yet understudied problem. Based on practical privacy-sensitive circumstances, we propose a novel distillation-based strategy using a single-headed classifier without saving historical samples. We propose to exploit So…