الباحثون

Yufei Jia

المنشورات 2

نسخة أولية وصول مفتوح

F4R: Failure-Driven Recognition, Reconstruction, Refinement, and Redeployment for Continual Robot Self-Improvement

Zhuoyuan Yu, Jiacheng Wang, Tianle Liu وآخرون · 2026

The real-world performance of current vision-language-action models is fundamentally constrained by the limited coverage of expert demonstrations and their insufficient understanding of physical interactions. A common remedy is to collect additional real-world demonstrations of newly encountered failures. However, this …

نسخة أولية وصول مفتوح

From Gameplay to Policy: Towards Scalable Robot Data Collection via Gamified Robot-Free Interaction

Zheng Li, Liang Zhu, Junzhe Wang وآخرون · 2026

Learning generalizable robot manipulation policies requires large-scale and diverse interaction data, yet collecting real-world demonstrations remains costly and difficult to scale. Existing approaches to data collection are either dependent on specific robot hardware that limits crowdsourcing and transferability, or s …

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