Itinai.com httpss.mj.runmrqch2uvtvo a professional business c 5c960a86 0303 4318 b075 77a4749ac322 2
Itinai.com httpss.mj.runmrqch2uvtvo a professional business c 5c960a86 0303 4318 b075 77a4749ac322 2

Optimizing Agent Planning: A Parametric AI Approach to World Knowledge

Optimizing Agent Planning: A Parametric AI Approach to World Knowledge


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Optimizing Agent Planning: A Parametric AI Approach to World Knowledge

Large Language Models (LLMs) have shown promise in physical world planning tasks, but often fail to understand the real world, leading to trial-and-error behavior. Inspired by human planning, our team developed a World Knowledge Model (WKM) that enhances agent planning by providing task and state knowledge.

Practical Solutions and Value

The WKM synthesizes task knowledge and maintains state knowledge, guiding agents and preventing hallucinatory actions during planning. It has demonstrated superior performance and generalization compared to existing models, reducing trial-and-error and improving planning efficiency.

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Vladimir Dyachkov, Ph.D
Editor-in-Chief itinai.com

I believe that AI is only as powerful as the human insight guiding it.

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