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TP-LSM employs convolutional and linear layers to build a multi-dimensional pyramid community, combining the hierarchical structure Together with the pyramid function framework [36] for dense multi-label temporal action detection. We concentrate on the learning of steps of different durations by means of multi-scale and multi-dimensional cross samp