multivariateGPT extends next-token prediction to jointly predict the class and continuous value of mixed categorical and numeric time series, with Gaussian uncertainty, and outperforms discrete-token baselines on clinical and physics data.
A.3 eICU Model and Training Details: The following details the different model specifications and hyperpa- rameters for training models on the eICU data (Table 7)
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multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data
multivariateGPT extends next-token prediction to jointly predict the class and continuous value of mixed categorical and numeric time series, with Gaussian uncertainty, and outperforms discrete-token baselines on clinical and physics data.