SplineWAM: Adaptive Action Horizons for World Action Models via B-Spline Representations
SplineWAM replaces fixed action chunks in World Action Models with cubic B-splines. This allows models to adapt temporal resolution based on motion complexity, using a fixed parameter budget for variable duration and speed. It improves performance by efficiently handling mixed free-space and contact motions.