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%2C which pre-trains on biosignals and longitudinal clinical records by both next-token and previous-token prediction in alternating transformer layers. This pre-training task preserves original distribution and data shapes of the time-series. Additionally%2C the full-rank forward and backward attention matrices exhibit more expressive representation capabilities. Using biosignals and longitudinal clinical records%2C BiTimelyGPT demonstrates superior performance in predicting neurological functionality%2C disease diagnosis%2C and physiological signs. By visualizing the attention heatmap%2C we observe that the pre-trained BiTimelyGPT can identify discriminative segments from biosignal time-series sequences%2C even more so after fine-tuning on the task.?quality=80&w=800)
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