Computer-Use Agent Benchmarks

Overview

These benchmarks measure whether agents can complete tasks through desktop, mobile, and web interfaces, often across multiple apps and long sequences of actions. They use sandboxed or live environments, with deterministic checks of application state and saved artifacts alongside trajectory rubrics and human or model judgments. Evaluation increasingly covers professional workflows, changing interfaces, privacy and safety, and efficiency, while testing how performance depends on the agent harness and available tools. A central challenge is balancing realistic, varied tasks with reproducible, tamper-resistant scoring; headline success rates can hide partial progress, process errors, and failures to deliver usable results.

Latest papers

CardsList

121 papers15 papers in the last four weeks, up 36% on the four weeks before. 0.1% of all new papers.

  1. What Does "Now" Mean to Your Computer-Use Agent? Stale Screenshots, Page Loads, and Which Check to Run Before a Click

    Oct 29, 2026Vasundra SrinivasanComputer-Use AgentsComputer-Use Agent Evaluation

  2. CUA-Recovery: Benchmarking Error Recovery in Long-Horizon Computer-Use Agents

    Oct 20, 2026Xu Hu, Haoming Li, Yuxiang Wang +11Computer-Use AgentsComputer-Use Agent Benchmarks

  3. PersonaCUABench: Benchmarking Computer-Use Agents Serving Diverse Personas

    Oct 16, 2026Haoming Li, Defu Cao, Xu Hu +23Computer-Use Agent EvaluationComputer-Use Agent Benchmarks

  4. OpenGCUA: Toward a Fully Open Stack for Generalist Computer Use

    Oct 15, 2026Hanzhang Zhou, Long Li, Quyu Kong +12Computer-Use AgentsLLM Agent Harnesses

  5. How GUI Agents Fail: GraceBench for Execution Stability Diagnosis

    Oct 14, 2026Ridong Zhang, Shuxian Liang, Chaoqun Wan +2Computer-Use Agent BenchmarksGUI Agents

  6. EvoCowork: A Benchmark for Real-World Office Tasks

    Oct 10, 2026Zhou Liu, Xingyan Chen, ZhaoYang Han +6Computer-Use Agent BenchmarksAI Agent Benchmarks

  7. SoftwareGym: Scaling Computer-Use Agent Training with Diverse Synthesized Software Environments

    Oct 8, 2026Tian Jin, Wenhao Wang, Jing Kang +4Computer-Use AgentsLLM Agent Training

  8. AgentHorizon: Evaluating Agentic Judges for Long-Horizon Computer-Use Tasks

    Oct 8, 2026Xing Han Lù, Dheeraj Vattikonda, Sina Hajimiri +7Computer-Use Agent BenchmarksLong-Horizon Agent Evaluation

  9. MedImageOSWorld: Benchmarking GUI Agents for Medical Image Consoles

    Oct 3, 2026Ziyang Long, Xinqi Li, Lujing Xing +1Medical AI AgentsGUI Agents

  10. CUAWright: A Minimal Unified Interface for Digital Agents

    Oct 2, 2026Yadong Lu, Theodore Lee, Yifei Li +5Computer-Use AgentsLLM Agent Harnesses

  11. cua-speedrun: Standardized Benchmarking of the Speed of Computer-Use Agents

    Sep 30, 2026Pranjal Aggarwal, Lawrence Keunho Jang, Sean Welleck +3Computer-Use Agent BenchmarksBenchmark Design

  12. OSWorld-Science: A Benchmark of Computer Use Agents for Learning and Using Scientific Software

    Sep 30, 2026Dingyuan Dai, Heli Qi, Lei Liu +28Computer-Use Agent BenchmarksAI for Science

  13. CUA-SWE: When Computer-Use Agents Meet Visual Software Engineering

    Sep 26, 2026Prince Zizhuang Wang, Chenhao Liang, Zelong Xu +6Computer-Use Agent BenchmarksSoftware Engineering

  14. ERPBench: A State-Grounded Evaluation Paradigm for Computer-Use Agents in Enterprise Software

    Sep 15, 2026Kratika Bhagtani, Kusha Sridhar, Maziyar Baran Pouyan +2Computer-Use Agent BenchmarksAI Agent Reliability

  15. CADWorld: Computer-Use Benchmark for Long-Horizon Computer-Aided Design

    Sep 14, 2026Zihan Dong, Yuanzhe Liu, Zhiyuan Ma +4Computer-Use Agent BenchmarksLong-Horizon Agent Tasks

  16. CoArena: Evaluating Computer-Use and Multi-Agent Systems in Real Time

    Sep 13, 2026Nitish Kovuru, Prateek JannuComputer-Use Agent BenchmarksAgent Evaluation

  17. JarvisGUI: Towards Cross-Device GUI Agents with Dynamic Task Composition

    Sep 9, 2026Zixiang Chen, Yuheng Lu, Zihao Cheng +8Computer-Use Agent BenchmarksGUI Agents

  18. FinCUABuild: Can Agents Build Reliable Benchmarks for Dynamic Financial Computer Use?

    Sep 7, 2026Jingpu Yang, Fengxian Ji, Jinri Guo +7Computer-Use Agent BenchmarksFinancial Services

  19. CUA-Universe: A Scalable and Dynamic Environment for Hybrid GUI+CLI Agents

    Sep 4, 2026Haoting Shi, Wenhao Wang, Weicheng Fang +6Computer-Use AgentsTool-Using Agents

  20. ElderBench: Benchmarking Autonomous Mobile Agents for Older Adults

    Sep 4, 2026Weide Zhan, Qumu Shaqu, Yuanqing Liu +6Mobile GUI AutomationComputer-Use Agent Benchmarks

  21. ComponentBench: Diagnosing Component-Level Failures in Computer-Use Agents

    Aug 18, 2026Tianchen Guan, Xinlei Lin, Royce Cheng-Yue +2Computer-Use Agent BenchmarksComputer-Use Agents