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生成式模型:原理、架构与应用

Generative Models: Principles, Architectures, and Applications

Jun Lu

arXiv 2608.08101首次发表:更新:

AI 中文总结

本书围绕生成式模型的基础原理、数学基础与实用架构展开,旨在帮助读者了解支撑生成式AI变革性应用的核心内容。

AI 中文摘要

生成式AI已成为现代人工智能中最具变革性的力量之一,重塑着我们创作、想象与互动数字内容的方式。从超写实图像到连贯文本,从沉浸式视频到新型分子结构,生成式模型如今支撑着曾仅存在于科幻中的应用。本书旨在引导读者理解支撑这场革命的基础原理、数学基础与实用架构。

英文摘要

Generative AI has emerged as one of the most transformative forces in modern artificial intelligence, reshaping how we create, imagine, and interact with digital content. From photorealistic images to coherent text, from immersive videos to novel molecular structures, generative models now power applications that were once confined to science fiction. This book is designed to guide readers through the foundational principles, mathematical underpinnings, and practical architectures that underpin this revolution.

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