Aria-UI: Visual Grounding for GUI Instructions
Yuhao Yang , Yue Wang , Dongxu Li , Ziyang Luo , Bei Chen , Chao Huang , Junnan Li
- 🏛 Institutions
- HKU , Salesforce AI Research , Alibaba Group , Australian National University , Independent Researcher
- 📅 Date
- December 20, 2024
- 📑 Publisher
- Findings of ACL 2025
- 💻 Env
- General GUI
- 🔑 Keywords
TLDR
Aria-UI is a GUI-grounding model that deliberately avoids HTML or AXTree inputs and instead works from pure visual observations. It pairs a scalable instruction-synthesis pipeline with interleaved textual and text-image action histories for context-aware grounding, and reports state-of-the-art results across offline and online grounding benchmarks.
Related papers (24)
- Ponder & Press: Advancing Visual GUI Agent towards General Computer ControlDecember 2, 2024 · Findings of ACL 2025
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- AFRAgent : An Adaptive Feature Renormalization Based High Resolution Aware GUI agentNovember 30, 2025 · WACV 2026
- UI-TARS: Pioneering Automated GUI Interaction with Native AgentsJanuary 21, 2025 · arXiv
- Iris: Breaking GUI Complexity with Adaptive Focus and Self-RefiningDecember 13, 2024 · arXiv
- OS-ATLAS: A Foundation Action Model for Generalist GUI AgentsOctober 30, 2024 · ICLR 2025 (Spotlight)
- Right Click, Wrong Box: Grading GUI Grounding by What a Click DoesOctober 27, 2026 · arXiv
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- AdaGround: Token-Normalized Adaptive Zooming with Verifier-in-the-Loop Refinement for GUI GroundingOctober 27, 2026 · arXiv
- PreView: Enhancing GUI Grounding with Preprocessed Views and CuesOctober 24, 2026 · arXiv
- IGG: A Benchmark for Interactive GUI Grounding under Visibility ConstraintsOctober 23, 2026 · arXiv
- PointerBench: A Diagnostic Benchmark for Fine-Grained GUI GroundingOctober 22, 2026 · arXiv
- Beyond Next-Screen Prediction: The Decision Value of GUI World ModelsOctober 17, 2026 · arXiv
- GroundGUI: GUI Grounding by High-Quality Data and Distillation-to-Reinforcement LearningOctober 13, 2026 · arXiv
- SCA: Spatial Credit Assignment for Reinforcement Learning of GUI AgentsSeptember 29, 2026 · arXiv
- ScreenHaystack: Finding Blind Zones in GUI GroundingSeptember 25, 2026 · EMNLP 2026
- How Many Pixels Is a Digit Worth? Place-Aware Coordinate Entropy for GUI Agent Confidence EstimationSeptember 21, 2026 · EMNLP 2026
- RankGround: Efficient High-Resolution GUI Grounding via Lightweight Reranker-Guided Crop SelectionSeptember 16, 2026 · ACM MM 2026