GUI Agents

GUI: Graphical User Interface

Overview

GUI agents use multimodal models to interpret screens and carry out tasks through clicks, typing, dragging, and sometimes structured accessibility or command-line tools. Researchers improve them with supervised demonstrations, reinforcement learning in interactive environments, symbolic planning, memory, and verification of action outcomes. Benchmarks such as OSWorld, AndroidWorld, and WebArena test agents across desktop, mobile, and web tasks, with newer evaluations emphasizing real apps and long professional workflows. Agents can handle many routine tasks, but precise grounding, cross-app generalization, error recovery, safety, and efficient long-horizon execution remain difficult.

Latest papers

CardsList

178 papers30 papers in the last four weeks, up 67% on the four weeks before. 0.2% of all new papers.

  1. GUIDE: Interpretable GUI Agent Evaluation via Hierarchical Diagnosis

    Apr 6, 2026Yuwen Zhai, Runze Li, Liang Wang +6AI Agent EvaluationGUI Agents

  2. PSPA-Bench: A Personalized Benchmark for Smartphone GUI Agent

    Mar 31, 2026Hongyi Nie, Xunyuan Liu, Yudong Bai +4GUI AgentsMobile GUI Agents

  3. GUIDE: Resolving Domain Bias in GUI Agents through Real-Time Web Video Retrieval and Plug-and-Play Annotation

    Mar 27, 2026Rui Xie, Zhi Gao, Chenrui Shi +3Multimodal RAGDomain Adaptation

  4. Towards GUI Agents: Vision-Language Diffusion Models for GUI Grounding

    Mar 27, 2026Shrinidhi Kumbhar, Haofu Liao, Srikar Appalaraju +1Diffusion VLMsGUI Grounding

  5. Where and How to Prune: An Empirical Study of Visual Token Pruning for GUI Agent Navigation

    Mar 27, 2026Daiqiang Li, Zihao Pan, Zeyu Zhang +8Visual Token PruningEfficient VLM Inference

  6. GUIDE: A Benchmark for Understanding and Assisting Users in Open-Ended GUI Tasks

    Mar 26, 2026Saelyne Yang, Jaesang Yu, Yi-Hao Peng +4GUI AgentsAI Agent Benchmarks

  7. Zoom to Essence: Trainless GUI Grounding by Inferring upon Interface Elements

    Mar 15, 2026Ziwei Liu, Tao Feng, Borui Kang +2GUI AgentsGUI Grounding

  8. Hybrid Self-evolving Structured Memory for GUI Agents

    Mar 11, 2026Sibo Zhu, Wenyi Wu, Kun Zhou +2GUI AgentsAgent Memory Management

  9. SecAgent: Efficient Mobile GUI Agent with Semantic Context

    Mar 9, 2026Yiping Xie, Song Chen, Jingxuan Xing +7Mobile GUI AutomationGUI Agents

  10. SlowBA: An efficiency backdoor attack towards VLM-based GUI agents

    Mar 9, 2026Junxian Li, Tu Lan, Haozhen Tan +2Backdoor AttacksGUI Agents

  11. PIRA-Bench: A Transition from Reactive GUI Agents to GUI-based Proactive Intent Recommendation Agents

    Mar 9, 2026Yuxiang Chai, Shunye Tang, Han Xiao +2GUI AgentsAI Agent Benchmarks

  12. MobiFlow: Real-World Mobile Agent Benchmarking through Trajectory Fusion

    Feb 28, 2026Yunfei Feng, Xi Zhao, Cheng Zhang +5Computer-Use Agent BenchmarksMobile Agent Benchmarks

  13. ST-Lite: Training-Free KV Cache Compression with Spatio-Trajectory Guidance for Long-Horizon GUI Agents

    Feb 27, 2026Bowen Zhou, Zhou Xu, Wanli Li +3KV-Cache CompressionGUI Agents

  14. Spatio-Temporal Token Pruning for Efficient High-Resolution GUI Agents

    Feb 26, 2026Zhou Xu, Bowen Zhou, Qi Wang +2GUI AgentsVisual Token Pruning

  15. GAIA: A Data Flywheel System for Training GUI Test-Time Scaling Critic Models

    Jan 26, 2026Shaokang Wang, Pei Fu, Ruoceng Zhang +7GUI AgentsTest-Time Scaling

  16. Mind the Gap: Action Rebinding Attacks against Android GUI Agents

    Jan 18, 2026Yi Qian, Kunwei Qian, Xingbang He +7Mobile GUI AutomationAdversarial Attacks

  17. InfiniteWeb: Scalable Web Environment Synthesis for GUI Agent Training

    Jan 7, 2026Ziyun Zhang, Zezhou Wang, Xiaoyi Zhang +4Web Application GenerationGUI Agents

  18. MobileDreamer: Generative Sketch World Model for GUI Agent

    Jan 7, 2026Yilin Cao, Yufeng Zhong, Zhixiong Zeng +6Mobile GUI AutomationWorld Model Learning

  19. MobileWorldBench: Towards Semantic World Modeling For Mobile Agents

    Dec 16, 2025Shufan Li, Konstantinos Kallidromitis, Akash Gokul +3World ModelsMobile GUI Agents

  20. OpenPhone: Mobile Agentic Foundation Models

    Oct 24, 2025Yangqin Jiang, Chao HuangOn-Device Language Model InferenceGUI Agents

  21. Agent+P: Guiding UI Agents via Symbolic Planning

    Oct 7, 2025Shang Ma, Xusheng Xiao, Yanfang YeGUI AgentsMobile GUI Agents

  22. GUI-KV: Efficient GUI Agents via KV Cache with Spatio-Temporal Awareness

    Oct 1, 2025Kung-Hsiang Huang, Haoyi Qiu, Yutong Dai +2KV-Cache CompressionEfficient Inference

  23. GUI-PRA: Process Reward Agent for GUI Tasks

    Sep 27, 2025Tao Xiong, Xavier Hu, Yurun Chen +6Process Reward ModelsGUI Agents