# CalVLA: Shaping Native Confidence in Vision-Language-Action Policies with Outcome Supervision

**Published:** November 3, 2026
**Author:** Boniface Chukwuemeka Godwin
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/calvla-shaping-native-confidence-in-vision-language-action-policies-with

arXiv:2611.00394v1 Announce Type: new Abstract: Can a vision-language-action (VLA) policy signal likely task failure from its own action probabilities? We introduce CalVLA, which shapes native action-token confidence using successful and failed rollouts and an Action-Confidence…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2611.00394)

**Tags:** #arXiv #OpenAI Robotics

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