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Comparing the computational complexity of the advanced baseline GRU-D model to three different TCN configurations. TCNs generally require less training time per model parameter than the GRU-D on GPU-based systems and demonstrate sub-second single-patient inference runtimes. GRU-D, gated recurrent unit with decay; TCN, temporal convolutional network; N, kernel density in TCN.
