Generation of Synthetic Sequential Clinical Trial Data Using TrialSynth

TrialSynth, a Variational Autoencoder (VAE) combined with Hawkes Processes, can generate high-fidelity synthetic sequential clinical trial data that outperforms existing methods in terms of downstream utility and privacy preservation.