arXiv 2610.28589 · cs.RO · 2026-10-20
AgenticRoboRL: Bringing Coding-Agent Post-Training to Agentic Robotics
Xinxin Liu, Bingxin Xu, Wenrui Bao, Ming Li, Wentao Bao, Chen Chen, Yuzhang Shang
University of Central Florida
在最新榜 #244 本站收录于 2026-10-24
一句话要点
中佛罗里达大学的 AgenticRoboRL 把编程智能体的后训练思路搬到机器人规划器上:不再只靠闭源大模型加更好的执行框架,而是直接后训练规划器本身,并兼容 VLA 技能调用和控制代码生成等不同执行方式。
UCF's AgenticRoboRL brings coding-agent-style post-training to robot planners: instead of relying on closed models plus better harnesses, it post-trains the planner itself across harnesses with different execution mechanisms, including VLA skill invocation and control-code generation.
阅读 arXiv 原文 PDF Hugging Face 讨论 代码仓库 项目页
主题与学科
同主题:机器人与具身
- Has GPT-6-Astra Achieved Embodied Intelligence? ▲421
- In-Context Learning for Robots: Methods and Applications ▲388
- GroundingPI: A Grounding Foundation Model towards Physical Intelligence with Visual Primitives ▲310
- HexaShell: A Thin Harness for Exploring the Limits of VLM Agents as Robot Coding Agents ▲294
- Reflex: Visually Grounded Reactive Humanoid Control ▲154
同主题:智能体
- Raven: The Harness of Harnesses for Composable Agentic Intelligence 2026-09-27 · ▲748
- False Frontiers: Diagnosing and Mitigating Co-Cheating in Self-Evolving Search Agents 2026-09-30 · ▲642
- Omni-IO Skills: Harnessing Your Agent Omni-Native 2026-09-25 · ▲485
- BizAgentBench: Unveiling Hidden Challenges in Deploying Long-Horizon Agents for Real-World Business 2026-10-14 · ▲388
- Any Time, Any Space: A World-State-Centric Framework for Agentic Video Generation 2026-10-14 · ▲364
数据说明
元数据来自 arXiv API(已核实);点赞来自 Hugging Face 每日论文;引用来自 Semantic Scholar。最近刷新 2026-10-26。
要点由本站根据摘要自写,不转载摘要原文,请阅读原文。