mlsanityData to 14 Oct 2026

InfantAgent-Next: A Multimodal Generalist Agent for Automated Computer Interaction

arXiv 2505.10887 ↗First posted 16 May 2025cs.AIcited by 7

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Abstract (arXiv)

This paper introduces textscInfantAgent-Next, a generalist agent capable of interacting with computers in a multimodal manner, encompassing text, images, audio, and video. Unlike existing approaches that either build intricate workflows around a single large model or only provide workflow modularity, our agent integrates tool-based and pure vision agents within a highly modular architecture, enabling different models to collaboratively solve decoupled tasks in a step-by-step manner. Our generality is demonstrated by our ability to evaluate not only pure vision-based real-world benchmarks (i.e., OSWorld), but also more general or tool-intensive benchmarks (e.g., GAIA and SWE-Bench). Specifically, we achieve 7.27% accuracy on OSWorld, higher than Claude-Computer-Use. Codes and evaluation scripts are open-sourced at https://github.com/bin123apple/InfantAgent.

Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). Builds on 25 of its 62 references that are in the map. First posted on arXiv 16 May 2025.

Builds on

25 of 62 references.

References · 25

  1. 2023GPT-4 Technical Reportcited by 18,396
  2. 2025Qwen2.5-VL Technical Reportcited by 5,587
  3. 2024GPT-4o System Cardcited by 4,588
  4. 2023Improved Baselines with Visual Instruction Tuningcited by 4,418
  5. 2024Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolutioncited by 4,234
  6. 2023SWE-bench: Can Language Models Resolve Real-World GitHub Issues?cited by 3,373
  7. 2023AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversationcited by 1,988
  8. 2023MetaGPT: Meta Programming for A Multi-Agent Collaborative Frameworkcited by 1,808
  9. 2023CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Societycited by 1,395
  10. 2024OpenHands: An Open Platform for AI Software Developers as Generalist Agentscited by 1,002
  11. 2025UI-TARS: Pioneering Automated GUI Interaction with Native Agentscited by 610
  12. 2024SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agentscited by 567
13 more
  1. 2024Agentless: Demystifying LLM-based Software Engineering Agentscited by 421
  2. 2024Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agentscited by 382
  3. 2024OS-ATLAS: A Foundation Action Model for Generalist GUI Agentscited by 378
  4. 2024Aguvis: Unified Pure Vision Agents for Autonomous GUI Interactioncited by 278
  5. 2025ScreenSpot-Pro: GUI Grounding for Professional High-Resolution Computer Usecited by 254
  6. 2024ShowUI: One Vision-Language-Action Model for GUI Visual Agentcited by 232
  7. 2023AutoAgents: A Framework for Automatic Agent Generationcited by 216
  8. 2024OS-Copilot: Towards Generalist Computer Agents with Self-Improvementcited by 205
  9. 2025Agent S2: A Compositional Generalist-Specialist Framework for Computer Use Agentscited by 159
  10. 2024Aria-UI: Visual Grounding for GUI Instructionscited by 140
  11. 2024AgentScope: A Flexible yet Robust Multi-Agent Platformcited by 121
  12. 2025A Survey of WebAgents: Towards Next-Generation AI Agents for Web Automation with Large Foundation Modelscited by 87
  13. 2024Infant Agent: A Tool-Integrated, Logic-Driven Agent with Cost-Effective API Usagecited by 11

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 5; 2026: 2.

7 papers.