Xingyi Yang

BadWAM: When World-Action Models Dream Right but Act Wrong

Qi Li, Xingyi Yang, Xinchao Wang

World-action models (WAMs) are emerging as a promising foundation for embodied control: rather than predicting actions alone, they learn representations that couple action generation with future world prediction. This coupling is often viewed as a source of robustness, interpreta…Read more