TL;DR of the paper, generated automatically.

NEO-VLA is a robot-control model with no separate image encoder.

• How: image patches go through light conv layers, trained together with language.
• Results: beats encoder models in controlled tests; full fine-tuning narrows the gap.
• Limits: strong on visual shifts, weaker on new layouts and task goals.