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arXiv9h ago
4.8

GUI-Perturbed: Domain Randomization Reveals Systematic Brittleness in GUI Grounding Models

Yangyue Wang, Harshvardhan Sikka, Yash Mathur, Tony Zhou, Jinu Nyachhyon, Pranav Guruprasad

View original ↗

Analysis

Viral velocity
low
Implementation gapYES
Novelty7/10
Categorypaper
Topics
multimodalguitesting

Opportunity Brief

Build a GUI perturbation toolkit that automatically mutates web UI screenshots to test the robustness of multimodal grounding agents. This is critical for reliable browser-automation agents.

Suggested repo: gui-stress

"Is your browser agent actually robust or just memorizing DOMs?"

Estimated effort: 50h