Vprl

We present Visual Planning, where we apply reinforcement learning post-training on pure-vision models to achieve state-of-the-art performance in visual reasoning tasks.

🚀Let’s Think Only with Images.

No language and No verbal thought.🤔

Let’s think through a sequence of images💭, like how humans picture steps in their minds🎨.

We propose Visual Planning, a novel reasoning paradigm that enables models to reason purely through images. pic.twitter.com/ly9JtuEC33

— Yi Xu (@_yixu) May 19, 2025