Skip to main content

The Role of Smart Contracts in the Transaction Networks of Four Key DeFi-Collateral Ethereum-Based Tokens

  • Conference paper
  • First Online:
Complex Networks & Their Applications X (COMPLEX NETWORKS 2021)

Part of the book series: Studies in Computational Intelligence ((SCI,volume 1072))

Included in the following conference series:

Abstract

We analyse the transaction networks of four representative ERC-20 tokens that run on top of the public blockchain Ethereum and can be used as collateral in DeFi: Ampleforth (AMP), Basic Attention Token (BAT), Dai (DAI) and Uniswap (UNI). We use complex network analysis to characterize structural properties of their transaction networks. We compute their preferential attachment and we investigate how critical code-controlled nodes (smart contracts, SC) executed on the blockchain are in comparison to human-owned nodes (externally owned accounts, EOA), which are be controlled by end users with public and private keys or by off-blockchain code. Our findings contribute to characterise these new financial networks. We use three network dismantling strategies on the transaction networks to analyze the criticality of smart contract and known exchanges nodes as opposed to EOA nodes. We conclude that smart contract and known exchanges nodes play a structural role in holding up these networks, theoretically designed to be distributed but in reality tending towards centralisation around hubs. This sheds new light on the structural role that smart contracts and exchanges play in Ethereum and, more specifically, in Decentralized Finance (DeFi) networks and casts a shadow on how much decentralised these networks really are. From the information security viewpoint, our findings highlight the need to protect the availability and integrity of these hubs.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 349.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 449.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 449.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Similar content being viewed by others

References

  1. Nakamoto, S.: Bitcoin: a peer-to-peer electronic cash system. Nakamotoinstitute.org, October 2008. https://bitcoin.org/bitcoin.eps. Accessed 09 Sept 2021

  2. Buterin, V.: ETH whitepaper. https://ethereum.org/en/whitepaper/. Accessed 09 Sept 2021

  3. ERC-20 Specification. https://ethereum.org/en/developers/docs/standards/tokens/erc-20/. Accessed 10 Sept 2021

  4. Antonopoulos, A., Wood, G.: Mastering Ethereum, building smart contracts and dapps, O’Reilly Media, 2019

    Google Scholar 

  5. Newman, M.E.J.: The structure and function of complex networks. SIAM Rev. 45, 167–257 (2003). https://doi.org/10.1137/S003614450342480

    Article  MathSciNet  MATH  Google Scholar 

  6. Bovet, A., et al.: The evolving liaisons between the transaction networks of Bitcoin and its price dynamics. https://arxiv.org/eps/1907.03577.eps

  7. Kondor, D., PÓsfai, M., Csabai, I., Vattay, G.: Do the rich get richer? An empirical analysis of the bitcoin transaction network. https://doi.org/10.1371/journal.pone.0086197

  8. Vallarano, N., Tessone, C.J., Squartini, T.: Bitcoin transaction networks: an overview of recent results. http://dx.doi.org/10.3389/fphy.2020.00286

  9. Liang, J., Li, L., Zeng, D.: Evolutionary dynamics of cryptocurrency transaction networks: an empirical study. https://doi.org/10.1371/journal.pone.0202202

  10. Somin, S., Gordon, G., Pentland, A., Shmueli, E., Altshuler, Y.: ERC20 transactions over ethereum blockchain: network analysis and predictions. https://arxiv.org/abs/2004.08201

  11. da Fontoura Costa, L., et al.: Analyzing and modeling real-world phenomena with complex networks: a survey of applications. Adv. Phys. 60(3), 329–412 (2011). https://doi.org/10.1080/00018732.2011.572452

    Article  Google Scholar 

  12. Ren, X.-L., Gleinig, N., Helbing, D., Antulov-Fantulin, N.: Generalized network dismantling. Proc. Natl. Acad. Sci. 116(14), 6554–6559 (2019). https://doi.org/10.1073/pnas.1806108116

    Article  MathSciNet  MATH  Google Scholar 

  13. Braunstein, A., Dall’Asta, L., Semerjian, G., Zdeborová, L.: Network dismantling. Proc. Natl. Acad. Sci. 113(44), 12368–12373 (2016). https://doi.org/10.1073/pnas.1605083113

    Article  Google Scholar 

  14. Janson, S., Thomason, A.: Dismantling sparse random graphs. Comb. Probab. Comput. 17(02), 259–264 (2008). https://doi.org/10.1017/s0963548307008802

    Article  MathSciNet  MATH  Google Scholar 

  15. Ampleforth whitepaper. https://bit.ly/3lkxsAP. Accessed 11 Sept 2021

  16. Coinmarketcap. Cryptocurrencies market capitalisation in real time. https://coinmarketcap.com/all/views/all/. Accessed 11 Sept 2021

  17. BAT whitepaper. https://basicattentiontoken.org/static-assets/documents/BasicAttentionTokenWhitePaper-4.eps. Accessed 11 Sept 2021

  18. DAI whitepaper. https://makerdao.com/en/whitepaper/. Accessed 11 Sept 2021

  19. Uniswap whitepaper. https://uniswap.org/whitepaper.eps. Accessed 11 Sept 2021

  20. Barabási, A.: Network Science, 05 September 2014. Creative Commons: CC BY-NC-SA 2.0. http://barabasi.com/book/network-science. Accessed 29 Dec 2021

  21. Alstott, J., Bullmore, E., Plenz, D.: Powerlaw: a python package for analysis of heavy-tailed distributions. PLoS ONE 9(1), e85777 (2014). https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0085777. Accessed 02 Dec 2021

  22. Broido, A.D., Clauset, A.: Scale-free networks are rare. Nat. Commun. 10, 1017 (2019). https://doi.org/10.1038/s41467-019-08746-5

    Article  Google Scholar 

  23. Etherscan info on exchanges. https://etherscan.io/accounts/label/exchange. Accessed 12 Sept 2021

  24. Chapela, V., Criado, R., Moral, M., Romance, R.: Intentional Risk Management through Complex Networks Analysis. Springer, Heidelberg (2015). https://doi.org/10.1007/978-3-319-26423-3

    Book  MATH  Google Scholar 

  25. Newman, M.E.J.: Mixing patterns in networks. https://doi.org/10.1103/PhysRevE.67.026126

  26. Noldus, R., Van Mieghem, P.: Assortativity in complex networks. J. Complex Netw. 3(4), 507–542 (2015). https://doi.org/10.1093/comnet/cnv005

    Article  MathSciNet  MATH  Google Scholar 

  27. Salganik, M.J., Dodds, P.S., Watts, D.J.: Experimental study of inequality and unpredictability in an artificial cultural market. Science 311(5762), 854–856 (2006). https://doi.org/10.1126/science.1121066

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Francesco Maria De Collibus .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2022 The Author(s), under exclusive license to Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

De Collibus, F.M., Partida, A., Piškorec, M. (2022). The Role of Smart Contracts in the Transaction Networks of Four Key DeFi-Collateral Ethereum-Based Tokens. In: Benito, R.M., Cherifi, C., Cherifi, H., Moro, E., Rocha, L.M., Sales-Pardo, M. (eds) Complex Networks & Their Applications X. COMPLEX NETWORKS 2021. Studies in Computational Intelligence, vol 1072. Springer, Cham. https://doi.org/10.1007/978-3-030-93409-5_65

Download citation

  • DOI: https://doi.org/10.1007/978-3-030-93409-5_65

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-93408-8

  • Online ISBN: 978-3-030-93409-5

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics