SparseWAM: Driving World-Action Models are Worth 16 Register Tokens

Yixiang Yang, Lizhong Zhang, Xingyu Zhang +6

World Action Models (WAMs) transfer scene-dynamics priors to planning by jointly forecasting future scenes and ego trajectories. However, WAMs built on video generators must genera…