The paper "One-Shot Multi-Label Causal Discovery in High-Dimensional Event Sequences" by Hugo Math, Robin Schön, and Rainer Lienhart has been accepted at the "Workshop on CauScien: Discovering Causality in Science." The workshop will take place in December 2025 as part of NeuRIPS 2025 in San Diego. The paper introduces OSCAR, a one-shot causal discovery method that identifies interpretable event-to-label causal structure in high-dimensional event sequences using pretrained Transformers, scaling to thousands of nodes.