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GTA1: GUI Test-time Scaling Agent

Amrita Saha, Caiming Xiong, Dongxu Li, Junnan Li, Junzhe Huang, Liyuan Pan, Ran Xu, Silvio Savarese, Yan Yang, Yuhao Yang, Yutong Dai, Zeyuan Chen, Zhiyuan Hu, Zirui Zhao, Ziyang Luo

GTA1 uses test-time scaling to select optimal action proposals and reinforcement learning to enhance visual grounding for GUI agents.

arxiv:2507.05791 v5 · 2025-07-08 · cs.AI

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4 Citations open
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Claims

C1strongest claim

GTA1 achieves state-of-the-art performance on both grounding and agent task execution benchmarks.

C2weakest assumption

A judge model can reliably identify the best action proposal among multiple samples without introducing systematic errors or bias.

C3one line summary

GTA1 combines test-time scaling for action plan selection with RL-based grounding to achieve SOTA results on GUI agent benchmarks.

References

46 extracted · 46 resolved · 12 Pith anchors

[1] Aria-ui: Visual grounding for gui instruc- tions 2024
[2] Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents 2024 · arXiv:2410.05243
[3] Screenspot-pro: Gui grounding for professional high- resolution computer use.arXiv, abs/2504.07981 2025
[4] OS-ATLAS: A Foundation Action Model for Generalist GUI Agents 2024 · arXiv:2410.23218
[5] SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents 2024 · arXiv:2401.10935

Formal links

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23 papers in Pith

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First computed 2026-05-17T23:38:13.905780Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

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7085673b1747fde057d077924a2f9001fdd867ceb0215ddc24e8cbccd1d53a5f

Aliases

arxiv: 2507.05791 · arxiv_version: 2507.05791v5 · doi: 10.48550/arxiv.2507.05791 · pith_short_12: OCCWOOYXI766 · pith_short_16: OCCWOOYXI766AV6Q · pith_short_8: OCCWOOYX
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curl -sH 'Accept: application/ld+json' https://pith.science/pith/OCCWOOYXI766AV6QO6JEUL4QAH \
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# expect: 7085673b1747fde057d077924a2f9001fdd867ceb0215ddc24e8cbccd1d53a5f
Canonical record JSON
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