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TP-LSM works by using convolutional and linear levels to build a multi-dimensional pyramid community, combining the hierarchical framework with the pyramid function structure [36] for dense multi-label temporal action detection. We give attention to the training of steps of various durations by multi-scale and multi-dimensional cross sampling proce