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arXiv 2303.17031cs.SIcs.AIcs.CVphysics.soc-ph

视觉关联的 NFT:探索灵感在非同质化代币中的作用

Visually Wired NFTs: Exploring the Role of Inspiration in Non-Fungible Tokens

University of Calabria(卡拉布里亚大学)

Lucio La Cava, Davide Costa, Andrea Tagarelli

AI总结:

本文利用 Vision Transformers 与图建模分析 NFT 视觉灵感网络,揭示其结构特征、与资产业绩及加密市场的关系和自我调节机制。

摘要:

非同质化代币(NFT)的热潮吸引了无数创作者,正如许多创作过程一样,潜在或显见的灵感形式推动了数字资产的大爆发。本研究利用 Vision Transformers 和基于图的建模方法,深入考察多年来 NFT 之间的视觉灵感现象。我们的目标包括揭示塑造视觉灵感网络的主要结构特征,探究视觉灵感与资产业绩之间的相互关系,调查加密货币对灵感过程的影响,并解释 NFT 之间的灵感关系。研究发现揭示了灵感的普遍性如何导致视觉特征空间的暂时饱和、启发性 NFT 与受启发 NFT 之间的二分法对其财务表现的影响,以及市场与灵感浪潮之间内在的自我调节机制。本研究可作为更广泛认识 Web3 演进的起点。

英文摘要:

The fervor for Non-Fungible Tokens (NFTs) attracted countless creators, leading to a Big Bang of digital assets driven by latent or explicit forms of inspiration, as in many creative processes. This work exploits Vision Transformers and graph-based modeling to delve into visual inspiration phenomena between NFTs over the years. Our goals include unveiling the main structural traits that shape visual inspiration networks, exploring the interrelation between visual inspiration and asset performances, investigating crypto influence on inspiration processes, and explaining the inspiration relationships among NFTs. Our findings unveil how the pervasiveness of inspiration led to a temporary saturation of the visual feature space, the impact of the dichotomy between inspiring and inspired NFTs on their financial performance, and an intrinsic self-regulatory mechanism between markets and inspiration waves. Our work can serve as a starting point for gaining a broader view of the evolution of Web3.

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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