VLA-Corrector: Lightweight Detect-and-Correct Inference for Adaptive Action Horizon

VLA-Corrector is a new framework that improves the robustness of Vision-Language-Action models in contact-rich manipulation tasks. It achieves this by introducing a lightweight latent-space vision monitor that enables adaptive corrective replanning. The framework can be integrated into different VLA models without further retraining.

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