SPARC: Single-Pass Scaling for Motion Forecasting with Conformal Bayesian Last Layers

Sakif Hossain, Julian Teusch, Jörg P. Müller

Human motion forecasters are increasingly accurate and fast, but reliable deployment requires uncertainty estimates that are structured, calibrated, and efficient. Bayesian and ens…