Shouqiang Liu

ReCAPA: Hierarchical Predictive Correction to Mitigate Cascading Failures

Vision–Language–Action (VLA) agents follow instructions to perform multi-step tasks in multimodal environments. To support planning and execution in such settings, many approaches typically adopt structured post-hoc or rely on fixed decomposition and rigid alignment to improve success rate. However,…