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Overview
Fig is a frontier AI lab pioneering systems capable of continual learning and autonomous action across complex, open-ended environments.
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Goal Progress Decays with Task Horizon for Frontier VLMs in Interactive 2D Environments
Pranav Guruprasad1, 2, Sean Rivera2, Helen Lu2, 4, Arushi Jain2, Hangliang Ren2, Harshvardhan Sikka1, 2, 3 1Fig; 2Manifold Research Group; 3Georgia Institute of Technology; 4Tufts University. .rpt-tldr { border-left: 4px solid #111; background: #f9f9f9; p
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Fixing Failures in Browser-Use Models: Why More Data Isn't Enough
Building Intelligent Systems in support of Human Advancement.
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Fixing Failures in Browser-Use Models: Why More Data Isn't Enough
Yangyue Wang1, 2, Harshvardhan Sikka1, 2, Yash Mathur2, Tony Zhou2, Jinu Nyachhyon2, Pranav Guruprasad1, 2 Equal contributions. 1Fig; 2Manifold Research Group. .rpt-tldr { border-left: 4px solid #111; background: #f9f9f9; padding: 1.75rem 2rem; margin: 0
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GUI-Perturbed: Breaking Browser-use Models using Domain Randomization
OriginalModel Result CorrectPrecision Variant (70% zoom)Model Result Clicked on fake 'View Deal' adFigure 1: Sample: 21 of 390: "Click on 'View Deal' button for flight '#2125, #2126'", Direct Instruction, No Reasoning. Result: UI-TARS1.5-7B clicked on the
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Domain Randomization for Computer Control
Yangyue Wang1, 2, Harshvardhan Sikka1, 2, Yash Mathur2, Tony Zhou2, Jinu Nyachhyon2, Pranav Guruprasad1, 2 Equal contributions. 1Fig; 2Manifold Research Group. GUI-DR restyles, repositions, and removes DOM elements on real webpages .rpt-tldr { border-left
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