AI-Augmented Blockchain Fork Detection and Recovery Protocols

Authors

  • Prof.(Dr.) Vishwadeepak Singh Baghela Galgotias University Greater Noida, India Author

DOI:

https://doi.org/10.63345/

Keywords:

Blockchain Forks, Reorg Detection, Anomaly Detection, Graph Neural Networks, Changepoint Analysis, Fork-Choice Rules, Recovery Protocols, Mempool Hygiene, P2P Relay Optimization

Abstract

Forks—temporary or permanent divergences in a blockchain’s ledger—arise from benign network asynchrony, configuration heterogeneity, or adversarial behavior such as selfish mining and eclipse/routing attacks. Although modern fork-choice rules (e.g., longest-chain/most-work, GHOST variants) and finality gadgets reduce the practical impact of short reorgs, detection remains largely reactive and recovery is often ad hoc at the protocol or operational layer. This paper proposes an AI-augmented framework for (i) early fork risk prediction from peer-to-peer (P2P) telemetry and block-header streams, (ii) real-time fork detection using multi-view anomaly models, and (iii) policy-driven recovery that coordinates mempool hygiene, relay routing, and safe rollback/finality choices.

Downloads

Download data is not yet available.

References

• Adams, R. P., & MacKay, D. J. C. (2007). Bayesian online changepoint detection. Technical Report.

• Apostolaki, Z., Zohar, A., & Vanbever, L. (2017). Hijacking Bitcoin: Routing attacks on cryptocurrencies. IEEE Symposium on Security and Privacy, 375–392.

• Buterin, V., & Griffith, V. (2017). Casper the Friendly Finality Gadget. arXiv:1710.09437.

• Chandola, V., Banerjee, A., & Kumar, V. (2009). Anomaly detection: A survey. ACM Computing Surveys, 41(3), 1–58.

• Decker, C., & Wattenhofer, R. (2013). Information propagation in the Bitcoin network. IEEE P2P 2013 Proceedings, 1–10.

• Eyal, I., & Sirer, E. G. (2014). Majority is not enough: Bitcoin mining is vulnerable. Financial Cryptography and Data Security, 436–454.

• Eyal, I., Gencer, A. E., Sirer, E. G., & Van Renesse, R. (2016). Bitcoin-NG: A scalable blockchain protocol. NSDI 2016, 45–59.

• Garay, J., Kiayias, A., & Leonardos, N. (2015). The Bitcoin backbone protocol: Analysis and applications. EUROCRYPT 2015, 281–310.

• Gervais, A., Karame, G. O., Wüst, K., Glykantzis, V., Ritzdorf, H., & Capkun, S. (2016). On the security and performance of proof of work blockchains. ACM CCS 2016, 3–16.

• Hochreiter, S., & Schmidhuber, J. (1997). Long short-term memory. Neural Computation, 9(8), 1735–1780.

• Kiayias, A., Russell, A., David, B., & Oliynykov, R. (2017). Ouroboros: A provably secure proof-of-stake blockchain protocol. CRYPTO 2017, 357–388.

• Naumenko, G., Maxwell, G., Wuille, P., et al. (2019). Erlay: Efficient transaction relay in Bitcoin. ACM CCS 2019, 1409–1426.

• Nakamoto, S. (2008). Bitcoin: A peer-to-peer electronic cash system. Self-published white paper.

• Pass, R., & Shi, E. (2017). FruitChains: A fair blockchain. PODC 2017, 315–324.

• Poon, J., & Dryja, T. (2016). The Bitcoin lightning network: Scalable off-chain instant payments. Draft paper.

• Rosenfeld, M. (2014). Analysis of hashrate-based double-spending. arXiv:1402.2009.

• Sapirshtein, A., Sompolinsky, Y., & Zohar, A. (2016). Optimal selfish mining strategies in Bitcoin. Financial Cryptography and Data Security, 515–532.

• Sompolinsky, Y., & Zohar, A. (2015). Secure high-rate transaction processing in Bitcoin. Financial Cryptography and Data Security, 507–527.

• Sompolinsky, Y., Zohar, A., & Zohar, D. (2018). SPECTRE: Serialization of proof-of-work events. IACR Cryptology ePrint Archive, 2016/1159 (final version 2018).

• Wood, G. (2014). Ethereum: A secure decentralised generalised transaction ledger. Ethereum Yellow Paper.

Downloads

Published

01-01-2025

Issue

Section

Review Article

How to Cite

AI-Augmented Blockchain Fork Detection and Recovery Protocols. (2025). Scientific Journal of Artificial Intelligence and Blockchain Technologies, 2(1), Jan(21-30). https://doi.org/10.63345/

Similar Articles

1-10 of 24

You may also start an advanced similarity search for this article.