Relevance Does Not Imply Applicability: Experience Activation for Personal GUI Agents

arXiv:2609.33304 · cs.CV · Submitted 2026-09-27 · Read on arXiv

cs.CV

Submitted: 2026-09-27

Updated: 2026-09-27

Terminology

• Benchmark — 17× in this paper · explained in 2 episodes
• Accuracy — 13× in this paper · explained in 1 episode
• Calibration — 10× in this paper · explained in 7 episodes
• Ablation — 6× in this paper · explained in 1 episode
• Personalization — 4× in this paper · explained in 2 episodes
• AUC — 3× in this paper · explained in 2 episodes
• Benchmarking — 3× in this paper · explained in 3 episodes
• Trace — 3× in this paper · explained in 2 episodes
• Abstention — 2× in this paper · explained in 1 episode
• Latent Space — 2× in this paper · explained in 7 episodes
• Personal Graphical User Interface — 2× in this paper
• Training-Free Framework — 2× in this paper · explained in 2 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Action Space — 1× in this paper · explained in 1 episode
• Alignment — 1× in this paper · explained in 1 episode
• Clustering — 1× in this paper · explained in 2 episodes
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Knowledge Graph — 1× in this paper · explained in 7 episodes
• Knowledge graphs — 1× in this paper · explained in 2 episodes
• Latent Representation — 1× in this paper · explained in 2 episodes
• Latent Representations — 1× in this paper · explained in 3 episodes

Sources

• PIRA-Bench: A Transition from Reactive GUI Agents to GUI-based Proactive Intent Recommendation Agents
• KnowU-Bench: Towards Interactive, Proactive, and Personalized Mobile Agent Evaluation
• Graph2Eval: Automatic Multimodal Task Generation for Agents via Knowledge Graphs
• Evaluating Long-Context Reasoning in LLM-Based WebAgents
• Persona2Web: Benchmarking Personalized Web Agents for Contextual Reasoning with User History
• ProactiveMobile: A Comprehensive Benchmark for Boosting Proactive Intelligence on Mobile Devices
• ColorAgent: Building A Robust, Personalized, and Interactive OS Agent
• WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces
• Mobile GUI Agent Privacy Personalization with Trajectory Induced Preference Optimization
• What Memory Do GUI Agents Really Need? From Passive Records to Active Task-Driving States
• PersonalAlign: Hierarchical Implicit Intent Alignment for Personalized GUI Agent with Long-Term User-Centric Records
• Proactive Agent Research Environment: Simulating Active Users to Evaluate Proactive Assistants
• PSPA-Bench: A Personalized Benchmark for Smartphone GUI Agent
• Executable Agentic Memory for GUI Agent
• Agent Workflow Memory
• FingerTip 20K: A Benchmark for Proactive and Personalized Mobile LLM Agents
• HippoCamp: Benchmarking Contextual Agents on Personal Computers
• OSWorld 2.0: Benchmarking Computer Use Agents on Long-Horizon Real-World Tasks
• MementoGUI: Learning Agentic Multimodal Memory Control for Long-Horizon GUI Agents
• Hybrid Self-evolving Structured Memory for GUI Agents

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