This is code for our paper AdaFSNet: Time Series Classification Based on Convolutional Network with a Adaptive and Effective Kernel Size Configuration Environment python == 3.8 pytorch == 1.1.0 scikit-learn == 0.21.3 AdaFSNet achieves SOTA on UCR and UEA archives.