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

> 全文为英语

**Published:** 2026年11月3日
**Author:** Boniface Chukwuemeka Godwin
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/zh/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…

> 内容来自原始来源： **arXiv — cs.AI**
> [在 arXiv — cs.AI 阅读全文](https://arxiv.org/abs/2611.00394)

**标签：** #arXiv #OpenAI Robotics

---

*AI Qazaqstan — non-commercial informational portal about AI in Kazakhstan. Machine translations and summaries are AI-generated.*