Fig. 5
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Ablation study in time. We compare combinations of our proposed time modulation (TM) and quantile feature tokenizer (QFT) relative to a fixed sinusoid (FS) positional encoding (PE) and non-quantile feature tokenizer (FT). The combination of TM and QFT outperforms other combinations of PEs and tabular tokenizers independent of the time the models are evaluated.
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