Grateful to my co-authors (@christianoswald.bsky.social , Marco Binetti, Sonja Häffner), the Center for Crisis Early Warning (CCEW), and the organizers of the prediction challenge.
Open access here: doi.org/10.1080/0305...
doi.org
Taking time seriously: Predicting conflict fatalities using temporal fusion transformers
Previous conflict forecasting efforts identified three areas for improvement: the importance of spatiotemporal dependencies and nonlinearities and the further exploitation of latent information in ...