Rico: A Mobile App Dataset for Building Data-Driven Design Applications

Rico is a large-scale mobile UI dataset mined from more than 9.3k Android apps, with screenshots, view hierarchies, and interaction traces for over 66k unique screens. It was built to support data-driven applications such as design search, UI layout generation, and interaction modeling.

• RecreationWorld: Scalable and Verifiable Environments for Hybrid Computer-Use Agents
  September 18, 2026 · arXiv
• PriMobiBench: Characterizing Visual Privacy Leakage in VLM-Driven Mobile GUI Agents
  September 12, 2026 · arXiv
• Scaling, Benchmarking, and Reasoning of Vision-Language Agents for Mobile GUI Navigation
  May 26, 2026 · ICML 2026 (Poster)
• PSPA-Bench: A Personalized Benchmark for Smartphone GUI Agent
  March 31, 2026 · arXiv
• Video-Based Reward Modeling for Computer-Use Agents
  March 10, 2026 · arXiv
• SecAgent: Efficient Mobile GUI Agent with Semantic Context
  March 9, 2026 · arXiv
• Turing Test on Screen: A Benchmark for Mobile GUI Agent Humanization
  February 24, 2026 · arXiv
• AmbiBench: Benchmarking Mobile GUI Agents Beyond One-Shot Instructions in the Wild
  February 12, 2026 · arXiv
• MemGUI-Bench: Benchmarking Memory of Mobile GUI Agents in Dynamic Environments
  February 3, 2026 · arXiv
• MAGNET: Towards Adaptive GUI Agents with Memory-Driven Knowledge Evolution
  January 27, 2026 · arXiv
• SwipeGen: Bridging the Execution Gap in GUI Agents via Human-like Swipe Synthesis
  January 26, 2026 · arXiv
• MobileWorldBench: Towards Semantic World Modeling For Mobile Agents
  December 16, 2025 · arXiv
• NaturalGAIA: Pushing the Frontiers of GUI Agents with a Challenging Benchmark and High-Quality Trajectory Dataset
  August 2, 2025 · arXiv
• FingerTip 20K: A Benchmark for Proactive and Personalized Mobile LLM Agents
  June 9, 2025 · ICLR 2026 (Poster)
• UI-Genie: A Self-Improving Approach for Iteratively Boosting MLLM-based Mobile GUI Agents
  May 27, 2025 · NeurIPS 2025 (Poster)
• BacktrackAgent: Enhancing GUI Agent with Error Detection and Backtracking Mechanism
  May 27, 2025 · EMNLP 2025 (Oral)
• SMAN-Bench: A Cross-System Benchmark for Mobile Agents under Single- and Multi-path, Ambiguous, and Noisy Tasks
  May 17, 2025 · ICLR 2026 (Poster)
• ReachAgent: Enhancing Mobile Agent via Page Reaching and Operation
  April 30, 2025 · NAACL 2025 (Poster)
• MobA: Multifaceted Memory-Enhanced Adaptive Planning for Efficient Mobile Task Automation
  April 30, 2025 · NAACL 2025 (System Demonstrations)
• LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark
  April 18, 2025 · arXiv
• UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
  March 27, 2025 · arXiv
• SpiritSight Agent: Advanced GUI Agent with One Look
  March 5, 2025 · CVPR 2025 (Poster)
• ShowUI: One Vision-Language-Action Model for GUI Visual Agent
  November 26, 2024 · CVPR 2025 (Poster)
• AndroidLab: Training and Systematic Benchmarking of Android Autonomous Agents
  October 31, 2024 · ACL 2025