Papers with World Model-Driven Code Execution
Unlocking Smarter Device Control: Foresighted Planning with a World Model-Driven Code Execution Approach (2025.findings-emnlp)
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| Challenge: | Current approaches to automating complex tasks focus on reactive policies and focus on visual observations. |
| Approach: | They propose a framework that prioritizes natural language understanding and structured reasoning to enhance the agent’s global understanding of the environment by developing a task-oriented, refinable world model at the outset of the task. |
| Outcome: | The proposed framework outperforms existing approaches in simulated environments and on real mobile devices. |