论文标题

数字社会中的融合和破坏 - 金钱,安全的通信,数字对象和生成性AI在空间混合现实中

Convergence and Disruption in Digital Society -- Money, Secure Communication, Digital Objects and Generative AI in Spatial Mixed Reality

论文作者

O'Hare, John Joseph, Fairchild, Allen, Ali, Umran

论文摘要

储层计算是预测湍流的有力工具,其简单的架构具有处理大型系统的计算效率。然而,其实现通常需要完整的状态向量测量和系统非线性知识。我们使用非线性投影函数将系统测量扩展到高维空间,然后将其输入到储层中以获得预测。我们展示了这种储层计算网络在时空混沌系统上的应用,该系统模拟了湍流的若干特征。我们表明,使用径向基函数作为非线性投影器,即使只有部分观测并且不知道控制方程,也能稳健地捕捉复杂的系统非线性。最后,我们表明,当测量稀疏、不完整且带有噪声,甚至控制方程变得不准确时,我们的网络仍然可以产生相当准确的预测,从而为实际湍流系统的无模型预测铺平了道路。

In the digital society's evolving landscape, open-source tooling and generative AI are pivotal in transforming global collaboration. These technologies promise to dismantle traditional barriers of accessibility, language, and governance, fostering an inclusive digital ecosystem. However, the journey towards a fully integrated digital society faces significant challenges, including trust, accessibility, and sustainable development. Emerging technologies like global ledgers and blockchain propose novel methods for transferring digital goods and personal data across diverse digital spaces. This development, coupled with augmented intelligence tools, aims to create decentralized and federated environments where creativity and collaboration can flourish. An "open metaverse" concept is gaining traction, promoting an alternative to restrictive proprietary platforms and emphasizing user empowerment and equity. Despite the opportunities, governance and ethical considerations remain paramount. The digital society must navigate the fine balance between innovation and the potential risks associated with new technologies. The drive for an inclusive, innovative, and secure digital society necessitates a commitment to open-source principles and ethical AI application. It also involves overcoming cultural, legislative, and technical barriers that impede global collaboration. The future digital society envisions a collaborative, inclusive, and innovative global community. By focusing on augmented intelligence and supported creativity, it aims to unlock new possibilities for economic empowerment, cultural exchange, and technological advancement. This vision is not without its challenges, but with continued commitment to ethical, open, and inclusive development, a more connected and empowered global community is within reach.

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