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https://github.com/GeminiLight/awesome-nft-papers

A paper collection on non-fungible token (NFT)
https://github.com/GeminiLight/awesome-nft-papers

List: awesome-nft-papers

nft non-fungible-token web3

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A paper collection on non-fungible token (NFT)

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# Awesome Data-driven NFT Papers



We collect papers related to data-driven analysis and application for non-fungible token (NFT) from top conferences, journals, and specialized domain-specific conferences. We then categorize them according to their specific tasks for better organization.



**Related Top Conferences and Journals**



- NeurIPS, KDD, WWW, SIGIR, ...

- CHI, CSCW, CCS, ...

- CVPR, MM, TOMM, ...

- Nature Scientific Reports, ...



**Domain-specific Conferences**



- ICBC - [IEEE International Conference on Blockchain and Cryptocurrency](https://ieeexplore.ieee.org/xpl/conhome/10174862/proceeding)

- Blockchain - [IEEE International Conference on Blockchain](https://ieeexplore.ieee.org/xpl/conhome/1834584/all-proceedings)

- ICBTA - [ACM International Conference on Blockchain Technology and Application](https://dl.acm.org/conference/icbta)

- GoodIT - [ACM Conference on Information Technology for Social Good](https://dl.acm.org/conference/goodit)





  Annual Count Trend

  Title Word Cloud





  Category Distribution

  Publisher Distribution




## [Content](#content)



1. Overview

2. Tasks 

	 2.1 Data Insight

	 2.2 Valuation & Price Prediction



	 2.3 Anomaly Detection

	 2.4 Anti-counterfeiting



	 2.5 Recommendation

	 2.6 Generation



	 2.7 Mechanism Design

	 2.8 Database



	 2.9 Other

 



### [Overview](#content)



1. **Mapping the NFT revolution: market trends, trade networks, and visual features**



    *Nadini, Matthieu and Alessandretti, Laura and Di Giacinto, Flavio and Martino, Mauro and Aiello, Luca Maria and Baronchelli, Andrea*



    Nature Scientific Reports, 2021. [`journal`](https://www.nature.com/articles/s41598-021-00053-8)



2. **Non-fungible tokens and the future of art**



    *Kugler, Logan*



    Communications of the ACM, 2021. [`journal`](https://dl.acm.org/doi/10.1145/3474355)



3. **Characterizing the OpenSea NFT Marketplace**



    *White, Bryan and Mahanti, Aniket and Passi, Kalpdrum*



    WWW Companion, 2022. [`workshop`](https://dl.acm.org/doi/10.1145/3487553.3524629)



4. **Web 3.0: The Future of Internet**



    *Gan, Wensheng and Ye, Zhenqiang and Wan, Shicheng and Yu, Philip S.*



    WWW Companion, 2023. [`workshop`](https://dl.acm.org/doi/abs/10.1145/3543873.3587583)



5. **Machine Learning for Blockchain Data Analysis: Progress and Opportunities**



    *Poupak Azad, Cuneyt Gurcan Akcora, Arijit Khan*



    arXiv, 2024. [`preprint`](https://arxiv.org/pdf/2404.18251)



6. **Characterizing the Solana NFT Ecosystem**



    *Dechao Kong, Xiaoqi Li, Wenkai Li*



    WWW Companion, 2024. [`workshop`](https://arxiv.org/abs/2403.10879)



## [Tasks](#content)



### [Data Insight](#content)



1. **Traveling the token world: A graph analysis of Ethereum ERC20 token ecosystem**



    *Chen, Weili and Zhang, Tuo and Chen, Zhiguang and Zheng, Zibin and Lu, Yutong*



    WWW, 2020. [`conference`](https://dl.acm.org/doi/abs/10.1145/3366423.3380215)



2. **Networks of Ethereum Non-Fungible Tokens: A graph-based analysis of the ERC-721 ecosystem**



    *Casale-Brunet, S. and Ribeca, P. and Doyle, P. and Mattavelli, M.*



    Blockchain, 2021. [`conference`](https://ieeexplore.ieee.org/document/9680594)



3. **Quantifying NFT-driven networks in crypto art**



    *Vasan, Kishore and Janosov, Milán and Barabási, Albert-László*



    Nature Scientific Reports, 2022. [`journal`](https://www.nature.com/articles/s41598-022-05146-6)



4. **Graph Analysis of the Ethereum Blockchain Data: A Survey of Datasets, Methods, and Future Work**



    *Khan, Arijit*



    Blockchain, 2022. [`conference`](https://ieeexplore.ieee.org/document/9881605)



5. **The social impact of NFTs in the metaverse economy**



    *Guidi, Barbara and Michienzi, Andrea*



    GoodIT, 2023. [`conference`](https://dl.acm.org/doi/10.1145/3582515.3609564)



6. **NFT SMASH: Game to Test Your NFT Rarity Sense**



    *Krasnoselskii, Mikhail and Madhwal, Yash and Stepin, Alexander and Yanovich, Yury*



    ICBC, 2023. [`conference`](https://ieeexplore.ieee.org/document/10174898)



7. **KRAMER: Kanaria NFT Collection Rarity Meter**



    *Krasnoselskii, Mikhail and Madhwal, Yash and Yanovich, Yury*



    ICBC, 2023. [`conference`](https://ieeexplore.ieee.org/document/9805542)



### [Valuation & Price Prediction](#content)



1. **TweetBoost: Influence of Social Media on NFT Valuation**



    *Kapoor, Arnav and Guhathakurta, Dipanwita and Mathur, Mehul and Yadav, Rupanshu and Gupta, Manish and Kumaraguru, Ponnurangam*



    WWW Companion, 2022. [`workshop`](https://dl.acm.org/doi/abs/10.1145/3487553.3524642)



2. **Heterogeneous rarity patterns drive price dynamics in NFT collections**



    *Mekacher, Amin and Bracci, Alberto and Nadini, Matthieu and Martino, Mauro and Alessandretti, Laura and Aiello, Luca Maria and Baronchelli, Andrea*



    Nature Scientific Reports, 2022. [`journal`](https://www.nature.com/articles/s41598-022-17922-5)



3. **The impact of NFT profile pictures within social network communities**



    *Casale-Brunet, Simone and Zichichi, Mirko and Hutchinson, Lee and Mattavelli, Marco and Ferretti, Stefano*



    GoodIT, 2022. [`conference`](https://dl.acm.org/doi/10.1145/3524458.3547230)



4. **Analysis of Non-Fungible Token Pricing Factors with Machine Learning**



    *Ho, Kin-Hon and Hou, Yun and Chan, Tse-Tin and Pan, Haoyuan*



    SMC, 2022. [`conference`](https://ieeexplore.ieee.org/document/9945566)



5. **Understanding NFT Price Moves through Tweets Keywords Analysis**



    *Luo, Junliang and Jia, Yongzheng and Liu, Xue*



    GoodIT, 2023. [`conference`](https://dl.acm.org/doi/abs/10.1145/3582515.3609562)



6. **NFT Scoring: An Analysis of the Considerable Features**



    *Nourmohammadi, Reza and Arabian, Mahdi and Ghorbanpour, Masoumeh and Nazemi, Mohammad M. and Nezhadsistani, Nasim*



    ICBTA, 2023. [`conference`](https://dl.acm.org/doi/10.1145/3581971.3581979)



7. **COMET: NFT Price Prediction with Wallet Profiling**



    *Tianfu Wang, Liwei Deng, Chao Wang, Jianxun Lian, Yue Yan, Nicholas Jing Yuan, Qi Zhang, Hui Xiong*



    KDD, 2024. [`conference`](https://arxiv.org/abs/2405.10640)



### [Anomaly Detection](#content)



1. **TTAGN: Temporal Transaction Aggregation Graph Network for Ethereum Phishing Scams Detection**



    *Li, Sijia and Gou, Gaopeng and Liu, Chang and Hou, Chengshang and Li, Zhenzhen and Xiong, Gang*



    WWW, 2022. [`conference`](https://dl.acm.org/doi/10.1145/3485447.3512226)



2. **Understanding Security Issues in the NFT Ecosystem**



    *Das, Dipanjan and Bose, Priyanka and Ruaro, Nicola and Kruegel, Christopher and Vigna, Giovanni*



    CCS, 2022. [`conference`](https://dl.acm.org/doi/abs/10.1145/3548606.3559342)



3. **Sleepminting, the brand new frontier of Non Fungible Tokens fraud**



    *Guidi, Barbara and Michienzi, Andrea*



    GoodIT, 2022. [`conference`](https://dl.acm.org/doi/abs/10.1145/3524458.3547239)



4. **NFTDisk: Visual Detection of Wash Trading in NFT Markets**



    *Wen, Xiaolin and Wang, Yong and Yue, Xuanwu and Zhu, Feida and Zhu, Min*



    CHI, 2023. [`conference`](https://dl.acm.org/doi/abs/10.1145/3580305.3599876)



5. **BERT4ETH: A Pre-trained Transformer for Ethereum Fraud Detection**



    *Hu, Sihao and Zhang, Zhen and Luo, Bingqiao and Lu, Shengliang and He, Bingsheng and Liu, Ling*



    WWW, 2023. [`conference`](https://dl.acm.org/doi/10.1145/3543507.3583345), [`code`](https://github.com/git-disl/BERT4ETH)



6. **Unveiling Wash Trading in Popular NFT Markets**



    *Yuanzheng Niu, Xiaoqi Li, Hongli Peng, Wenkai Li*



    WWW Companion, 2024. [`workshop`](https://arxiv.org/abs/2403.10361)



### [Anti-counterfeiting](#content)



1. **A Distributed Authenticity Verification Scheme Using Deep Learning for NFT Market**



    *Kimura, Keigo and Imamura, Mitsuyoshi and Omote, Kazumasa*



    ICBTA, 2022. [`conference`](https://dl.acm.org/doi/10.1145/3581971.3581977)



2. **NFT-Based Data Marketplace with Digital Watermarking**



    *Ranjbar Alvar, Saeed and Akbari, Mohammad and Yue, David (Ming Xuan) and Zhang, Yong*



    KDD, 2023. [`conference`](https://dl.acm.org/doi/abs/10.1145/3580305.3599876)



3. **Cross-Referencing Scheme to Ensure NFT and Platform Linkage Unaffected by Forking**



    *Kimura, Keigo and Imamura, Mitsuyoshi and Omote, Kazumasa*



    ICBC, 2023. [`conference`](https://ieeexplore.ieee.org/document/10174994)



### [Recommendation](#content)



1. **Predicting NFT Classification with GNN: A Recommender System for Web3 Assets**



    *Yu, Guangsheng and Wang, Qin and Altaf, Tanzeela and Wang, Xu and Xu, Xiwei and Chen, Shiping*



    ICBC, 2023. [`conference`](https://ieeexplore.ieee.org/document/10174882)



2. **The Contemporary Art of Image Search: Iterative User Intent Expansion via Vision-Language Model**



    *Yilin Ye, Qian Zhu, Shishi Xiao, Kang Zhang, Wei Zeng*



    CSCW, 2024. [`conference`](https://arxiv.org/abs/2312.01656)



3. **The Contemporary Art of Image Search: Iterative User Intent Expansion via Vision-Language Model**



    *Yilin Ye, Qian Zhu, Shishi Xiao, Kang Zhang, Wei Zeng*



    CSCW, 2024. [`conference`](https://arxiv.org/abs/2312.01656)



### [Generation](#content)



1. **NFTGAN: Non-Fungible Token Art Generation Using Generative Adversarial Networks**



    *Shahriar, Sakib and Hayawi, Kadhim*



    ICMLT, 2022. [`conference`](https://dl.acm.org/doi/10.1145/3529399.3529439)



2. **Learning Profitable NFT Image Diffusions via Multiple Visual-Policy Guided Reinforcement Learning**



    *He, Huiguo and Wang, Tianfu and Yang, Huan and Fu, Jianlong and Yuan, Nicholas Jing and Yin, Jian and Chao, Hongyang and Zhang, Qi*



    MM, 2023. [`conference`](https://arxiv.org/abs/2306.11731)



3. **EKILA: Synthetic Media Provenance and Attribution for Generative Art**



    *Balan, Kar and Agarwal, Shruti and Jenni, Simon and Parsons, Andy and Gilbert, Andrew and Collomosse, John*



    CVPR Workshop, 2023. [`workshop`](https://ieeexplore.ieee.org/document/10208679)



### [Mechanism Design](#content)



1. **A Framework for Single-Item NFT Auction Mechanism Design**



    *Milionis, Jason and Hirsch, Dean and Arditi, Andy and Garimidi, Pranav*



    CCS DeFi, 2022. [`workshop`](https://dl.acm.org/doi/abs/10.1145/3560832.3563436)



2. **Real Estate Tokenisation via Non Fungible Tokens**



    *Serrano, Will*



    ICBCT, 2022. [`conference`](https://dl.acm.org/doi/10.1145/3532640.3532651)



3. **Altruistic and Profit-oriented: Making Sense of Roles in Web3 Community from Airdrop Perspective**



    *Fan, Sizheng and Min, Tian and Wu, Xiao and Cai, Wei*



    CHI, 2023. [`conference`](https://dl.acm.org/doi/10.1145/3544548.3581173)



4. **Using NFTs for ownership management of digital twins and for proof of delivery of their physical assets**



    *Haya R. Hasan and Mohammad Madine and Ibrar Yaqoob and Khaled Salah and Raja Jayaraman and Dragan Boscovic*



    Future Generation Computer Systems, 2023. [`journal`](https://www.sciencedirect.com/science/article/abs/pii/S0167739X23001280)



5. **A Privacy-preserving Auction Mechanism for Learning Model as an NFT in Blockchain-Driven Metaverse**



    *Zhang, Qinnan and Xiong, Zehui and Zhu, Jianming and Gao, Sheng and Yang, Wanting*



    TOMM, 2023. [`journal`](https://dl.acm.org/doi/10.1145/3599971)



6. **Do NFTs’ Owners Really Possess their Assets? A First Look at the NFT-to-Asset Connection Fragility**



    *Wang, Ziwei and Gao, Jiashi and Wei, Xuetao*



    WWW, 2023. [`conference`](https://dl.acm.org/doi/abs/10.1145/3543507.3583281)



7. **Gas Cost Analysis of Fractional NFT on the Ethereum Blockchain**



    *Choi, Wonseok and Woo, Jongsoo and Hong, James Won-Ki*



    ICBC, 2023. [`conference`](https://ieeexplore.ieee.org/document/10174920)



8. **Semantics and Non-Fungible Tokens for Copyright Management on the Metaverse and Beyond**



    *García, Roberto and Cediel, Ana and Teixidó, Mercè and Gil, Rosa*



    TOMM, 2023. [`journal`](https://dl.acm.org/doi/10.1145/3585387)



### [Database](#content)



1. **SoChainDB: A Database for Storing and Retrieving Blockchain-Powered Social Network Data**



    *Nguyen, Hoang H. and Bozhkov, Dmytro and Ahmadi, Zahra and Nguyen, Nhat-Minh and Doan, Thanh-Nam*



    SIGIR, 2022. [`conference`](https://dl.acm.org/doi/10.1145/3477495.3531735)



2. **Data Mining of Compound DeFi Project**



    *Escamilla, Jesus Ariel Leon and Yanovich, Yury*



    ICBTA, 2022. [`conference`](https://dl.acm.org/doi/10.1145/3581971.3581974)



3. **Live Graph Lab: Towards Open, Dynamic and Real Transaction Graphs with NFT**



    *Zhen Zhang, Bingqiao Luo, Shengliang Lu, Bingsheng He*



    NeurIPS, 2023. [`conference`](https://arxiv.org/abs/2310.11709)



### [Other](#content)



1. **Stakeholders and Value in the NFT Ecosystem: Towards a Multi-disciplinary Understanding of the NFT Phenomenon**



    *Baytaş, Aydın and Cappellaro, Amos and Fernaeus, Ylva*



    CHI EA, 2022. [`workshop`](https://dl.acm.org/doi/10.1145/3491101.3519694)



2. **Promoting Inclusiveness and Fairness through NFTs: The Case of Student-Athletes and NILs**



    *Carvalho, Arthur and Zavolokina, Liudmila and Bhunia, Suman and Chaudhary, Monu and Yoganathan, Nitharsan*



    CHI, 2023. [`conference`](https://dl.acm.org/doi/10.1145/3544548.3580732)