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

arXiv 2303.17031 ↗First posted 29 Mar 2023cs.SI cs.AI cs.CVcited by 0

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Abstract (arXiv)

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.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 16 of its 54 references that are in the map. First posted on arXiv 29 Mar 2023.

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References · 16

  1. 2020An Image is Worth 16x16 Words: Transformers for Image Recognition at Scalecited by 29,915
  2. 2021Emerging Properties in Self-Supervised Vision Transformerscited by 6,893
  3. 2017A Unified Approach to Interpreting Model Predictionscited by 6,488
  4. 2021ImageNet-21K Pretraining for the Massescited by 607
  5. 2022A Survey on Metaverse: Fundamentals, Security, and Privacycited by 51
  6. 2021Non-Fungible Token (NFT): Overview, Evaluation, Opportunities and Challengescited by 25
  7. 2021Mapping the NFT revolution: market trends, trade networks and visual featurescited by 24
  8. 2022TweetBoost: Influence of Social Media on NFT Valuationcited by 11
  9. 2022NFT Wash Trading: Quantifying suspicious behaviour in NFT marketscited by 8
  10. 2023Show me your NFT and I tell you how it will perform: Multimodal representation learning for NFT selling price predictioncited by 6
  11. 2022Spotting Anomalous Trades in NFT Markets: The Case of NBA Topshotcited by 5
  12. 2022Heterogeneous rarity patterns drive price dynamics in NFT collectionscited by 5
4 more
  1. 2022When Digital Economy Meets Web3.0: Applications and Challengescited by 5
  2. 2023NFTDisk: Visual Detection of Wash Trading in NFT Marketscited by 3
  3. 2021Fairness in ERC token markets: A Case Study of CryptoKittiescited by 2
  4. 2022Seller-buyer networks in NFT art are driven by preferential tiescited by 1

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