arXiv:2410.15212cs.CEcs.CY2024-10中稿 · National Conferenc…被引 7

生成式AI正重塑生产、金融等行业的经济模式。

Boardwalk Empire: How Generative AI is Revolutionizing Economic Paradigms

  • 结合生成与深度学习,创造新数据而非仅分析旧数据
  • 自动化设计与优化流程,提升产业创新效率
  • 适合关注AI经济影响的政策制定者与创业者

技术进步催生了人工智能(AI)作为关键经济驱动力的新时代。生成式AI正处于这场变革前沿,推动各行业范式转变。深度生成模型融合生成与深度学习技术,擅长创造新数据而非仅分析已有数据,正在重塑从生产制造到金融领域的格局。通过自动化设计、优化和创新周期,生成式AI正在改变核心工业流程。在金融领域,它正革新风险评估、交易策略与预测方法,展现深远影响。本文探讨大型语言模型(LLMs)等深度学习模型带来的广泛变革,凸显其催生新型商业模式、颠覆性技术和全新经济形态的潜力。站在人工智能驱动经济时代的门槛上,生成式AI正成为全球范围内推动创新、颠覆与经济演进的关键力量。

原文摘要 · Abstract (English)

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.

生成式AI经济影响深度学习

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