r/LocalLLaMA · · 1 min read

Vista 9B/4B from inclusionAI

Mirrored from r/LocalLLaMA for archival readability. Support the source by reading on the original site.

VISTA-9B

VISTA-9B are GUI-grounding vision-language models trained from Qwen3.5 9B backbones with VISTA: View-Consistent Self-Verified Training for GUI Grounding.

Model Description

VISTA-9B is a GUI-grounding model that maps a screenshot and a natural-language instruction to a click coordinate in the normalized 0-1000 image frame.

  • View-consistent GRPO training. VISTA builds each GRPO comparison group from target-preserving views of the same GUI instance, with exact coordinate remapping across cropped views. This exposes localization behavior under semantically equivalent but geometrically different screenshots.
  • Self-verified cross-view anchoring. The training objective adds an oracle-format center-point anchor only when model-generated rollouts have already produced a maximum-reward prediction, stabilizing short coordinate generation without unconditional imitation on all-fail groups.

https://huggingface.co/inclusionAI/VISTA-9B

https://huggingface.co/inclusionAI/VISTA-4B

submitted by /u/jacek2023
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