seq2cause: One Autoregressive Backbone, Four Causal Discovery Tasks in Event Sequences

Complex systems such as vehicles, patients, or genomes emit discrete event sequences whose operative question is causal, not predictive: which events cause which other events, and which cause higher-level outcomes such as failures or diseases?