Robotics PapersA programme for reading clubs

Topic 02 of 17

Vision-language-action in robotics

A vision-language-action model is a single policy that takes camera images and a natural-language instruction and outputs robot actions directly, usually by fine-tuning a pretrained vision-language model so it inherits open-world visual and linguistic understanding. VLAs replaced the older pipeline of separate perception, planning and control stages for many manipulation tasks, and they are the fastest-growing area in robotics research.

139papers in 2026-07
11.89%of all cs.RO that month
+7.1ppshare change, last 6 vs prior 12 months
24-month volume

arXiv query: cat:cs.RO AND (abs:"vision-language-action" OR abs:"VLA")

Presented at reading clubs

These already have a slide kit, so they are the fastest ones to pick up and present.

2026-01-28
Brian Y. Tsui, Alan Y. Fang, Tiffany J. Hwu · 2 citations
club pickIROS 2026Vision-language-action
2025-12-27
Simar Kareer, Karl Pertsch, James Darpinian +5 · 39 citations

Recent work

2026-09-03
Trans. Mach. Learn. Res.World modelsVision-language-action

339 papers in this corpus carry the vision-language-action tag. How tagging works.