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arXiv 2410.15212cs.CEcs.CYcs.LGcs.SI
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Boardwalk Empire:生成式AI如何革新经济范式

Boardwalk Empire: How Generative AI is Revolutionizing Economic Paradigms

National Institute of Technology, Hamirpur(哈米尔普尔国家理工学院)

Subramanyam Sahoo, Kamlesh Dutta

AI总结:

本文探讨生成式AI如何通过深度生成模型和大型语言模型重塑工业与金融等核心经济领域,推动商业模式创新、技术颠覆和全球经济范式演进。

摘要:

对技术进步的不懈追求已经开启了一个新时代,在这个时代,人工智能(AI)不仅是一种强大的工具,而且是关键的经济驱动力。处于这一变革最前沿的是生成式AI,它正在催化各行业的范式转变。深度生成模型是生成技术与深度学习技术的融合,除了分析现有数据之外,还擅长创造新数据,正在彻底改变从生产制造到金融等各个领域。通过自动化设计、优化和创新周期,生成式AI正在重塑核心工业流程。在金融领域,它正在改变风险评估、交易策略和预测,展现出其深远的影响。本文探讨了由大型语言模型(LLMs)等深度学习模型驱动的广泛变革,强调它们在培育创新商业模式、颠覆性技术和新型经济格局方面的潜力。当我们站在AI驱动经济时代的门槛上时,生成式AI正在成为一股关键力量,在全球范围内推动创新、颠覆和经济演进。

英文摘要:

The relentless pursuit of technological advancements has ushered in a new era where artificial intelligence (AI) is not only a powerful tool but also a critical economic driver. At the forefront of this transformation is Generative AI, which is catalyzing a paradigm shift across industries. Deep generative models, an integration of generative and deep learning techniques, excel in creating new data beyond analyzing existing ones, revolutionizing sectors from production and manufacturing to finance. By automating design, optimization, and innovation cycles, Generative AI is reshaping core industrial processes. In the financial sector, it is transforming risk assessment, trading strategies, and forecasting, demonstrating its profound impact. This paper explores the sweeping changes driven by deep learning models like Large Language Models (LLMs), highlighting their potential to foster innovative business models, disruptive technologies, and novel economic landscapes. As we stand at the threshold of an AI-driven economic era, Generative AI is emerging as a pivotal force, driving innovation, disruption, and economic evolution on a global scale.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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