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cs.CV2026

1Step-WAM: Your World Action Model but Faster using 1-Step Action Generation

Rundong Su, Pengtao Chen, Haohan Geng +6

World Action Models (WAMs) unify visual world modeling and action generation, yet their real-world deployment is heavily bottlenecked by iterative action denoising and the sequenti…