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cs.LG2026
seq2cause: One Autoregressive Backbone, Four Causal Discovery Tasks in Event Sequences
Hugo Math
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…
cs.LG2026
Your Autoregressive Model Already Reveals the Causal Graph
Hugo Math, Rainer Lienhart
Autoregressive models trained via next-token prediction implicitly learn the conditional independence structure of their data-generating process. We exploit this observation to per…