MobileDreamer: Generative Sketch World Model for GUI Agent

arXiv:2601.04035 · cs.AI · Submitted 2026-01-07 · Read on arXiv

cs.AI

Submitted: 2026-01-07

Updated: 2026-08-31

Terminology

• World Model — 78× in this paper · explained in 7 episodes
• Textual Sketch World Model — 18× in this paper
• Actor — 14× in this paper · explained in 3 episodes
• Ablation — 8× in this paper · explained in 1 episode
• Ablation study — 5× in this paper · explained in 1 episode
• Success Rate — 5× in this paper
• Benchmark — 4× in this paper · explained in 2 episodes
• Adam — 3× in this paper · explained in 2 episodes
• Grounding — 2× in this paper · explained in 3 episodes
• Optimal Transport — 2× in this paper · explained in 5 episodes
• Verification — 2× in this paper · explained in 2 episodes
• Abstraction — 1× in this paper · explained in 1 episode
• Accuracy — 1× in this paper · explained in 1 episode
• Action-Conditioned World Model — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Agentic Framework — 1× in this paper · explained in 6 episodes
• Alignment — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Calibration — 1× in this paper · explained in 7 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Diffusion Model — 1× in this paper · explained in 8 episodes
• Diffusion Models — 1× in this paper · explained in 6 episodes
• Embodied AI — 1× in this paper · explained in 2 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Pruning — 1× in this paper · explained in 4 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Representation Learning — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Visual Grounding — 1× in this paper · explained in 2 episodes

Sources

• PaddleOCR-VL: Boosting Multilingual Document Parsing via a 0.9B Ultra-Compact Vision-Language Model
• Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents
• A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesis
• Training Agents Inside of Scalable World Models
• Qwen3-VL Technical Report
• UITron-Speech: Towards Automated GUI Agents Based on Speech Instructions
• WorldVLA: Towards Autoregressive Action World Model
• WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models
• Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation
• ViMo: A Generative Visual GUI World Model for App Agents
• ScaleTrack: Scaling and back-tracking Automated GUI Agents
• UI-TARS: Pioneering Automated GUI Interaction with Native Agents
• GPT-4o System Card
• MobileWorldBench: Towards Semantic World Modeling For Mobile Agents
• InfraMind: A Novel Exploration-based GUI Agentic Framework for Mission-critical Industrial Management
• AdaWM: Adaptive World Model based Planning for Autonomous Driving
• LLM-Powered GUI Agents in Phone Automation: Surveying Progress and Prospects
• Step-GUI Technical Report
• InfiGUI-R1: Advancing Multimodal GUI Agents from Reactive Actors to Deliberative Reasoners
• Qwen3 Technical Report

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