AXIS: Efficient Human-Agent-Computer Interaction with API-First LLM-Based Agents
Junting Lu , Zhiyang Zhang , Fangkai Yang , Jue Zhang , Lu Wang , Chao Du , Qingwei Lin , Saravan Rajmohan , Dongmei Zhang , Qi Zhang
- 🏛 Institutions
- PKU , NJU , Microsoft
- 📅 Date
- September 26, 2024
- 📑 Publisher
- ACL 2025
- 💻 Env
- Desktop
- 🔑 Keywords
TLDR
AXIS is an API-first agent framework that prioritizes application APIs over direct UI actions and also expands API coverage through automated exploration. On Microsoft Word tasks, it reduces completion time by 65-70% and cognitive workload by 38-53% while maintaining 97-98% accuracy relative to human performance, and it motivates a Human-Agent-Computer Interaction design framework for agent-centric software.
Related papers (24)
- CUA-Universe: A Scalable and Dynamic Environment for Hybrid GUI+CLI AgentsSeptember 4, 2026 · arXiv
- OmegaUse-SOP: SOP Engineering for Professional Computer Use from Human DemonstrationsSeptember 2, 2026 · arXiv
- ASIL: Replacing Screenshot-and-Click with Structured State and Semantic ActionsAugust 27, 2026 · arXiv
- VLAA-GUI: Knowing When to Stop, Recover, and Search, A Modular Framework for GUI AutomationApril 23, 2026 · arXiv
- EE-MCP: Self-Evolving MCP-GUI Agents via Automated Environment Generation and Experience LearningApril 10, 2026 · arXiv
- ShowUI-Aloha: Human-Taught GUI AgentJanuary 12, 2026 · arXiv
- Surfer 2: The Next Generation of Cross-Platform Computer Use AgentsOctober 22, 2025 · arXiv
- BIMgent: Towards Autonomous Building Modeling via Computer-use AgentsJune 8, 2025 · ICML 2025 Workshop on Computer-use Agents
- LiteCUA: Computer as MCP Server for Computer-Use Agent on AIOSMay 24, 2025 · arXiv
- UFO2: The Desktop AgentOSApril 20, 2025 · arXiv
- WorldGUI: An Interactive Benchmark for Desktop GUI Automation from Any Starting PointFebruary 12, 2025 · arXiv
- PC Agent: While You Sleep, AI Works -- A Cognitive Journey into Digital WorldDecember 23, 2024 · arXiv
- AgentStore: Scalable Integration of Heterogeneous Agents As Specialized Generalist Computer AssistantOctober 24, 2024 · Findings of ACL 2025
- Agent S: An Open Agentic Framework that Uses Computers Like a HumanOctober 10, 2024 · ICLR 2025 (Poster)
- OS-Copilot: Towards Generalist Computer Agents with Self-ImprovementFebruary 12, 2024 · LLMAgents @ ICLR 2024
- Synapse: Trajectory-as-Exemplar Prompting with Memory for Computer ControlJune 13, 2023 · ICLR 2024 (Poster)
- Improving Proficiency and Efficiency of Android GUI Agents via Self-Generating Tool ActionsSeptember 6, 2026 · arXiv
- Iron: Intent-Aligned and Retrospective Dual Learning Framework for Enhancing Generalist Virtual AgentsAugust 28, 2026 · arXiv
- AOHP: An Open-Source OS-Level Agent Harness for Personalized, Efficient and Secure InteractionJune 22, 2026 · arXiv
- MobileGym: A Verifiable and Highly Parallel Simulation Platform for Mobile GUI Agent ResearchMay 25, 2026 · arXiv
- ScaleWoB: Guiding GUI Agents with Coding Agents via Large-Scale Environmental SynthesisMay 24, 2026 · arXiv
- ClawGUI: A Unified Framework for Training, Evaluating, and Deploying GUI AgentsApril 13, 2026 · arXiv
- OpeFlo: Automated UX Evaluation via Simulated Human Web Interaction with GUI GroundingFebruary 25, 2026 · arXiv
- LongHorizonUI: A Unified Framework for Robust long-horizon Task Automation of GUI AgentJanuary 26, 2026 · ICLR 2026 (Poster)