A research on MEV transaction detection using Graph Neural Networks - Economics - Ethereum Research Ethereum Research A research on MEV transaction detection using Graph Neural Networks Economics mev wanify May 11, 2023, 2:47am 1 We are excited to share our paper on MEV detection method using Graph Neural Networks (ArbiNet) arXiv.org Unraveling the MEV Enigma: ABI-Free Detection Model using Graph Neural Networks The detection of Maximal Extractable Value (MEV) in blockchain is crucial for enhancing blockchain security, as it enables the evaluation of potential consensus layer risks, the effectiveness of anti-centralization solutions, and the assessment of... Our code, pre-trained models, and preprocessed graphs are available here: GitHub GitHub - etelpmoc/arbinet Contribute to etelpmoc/arbinet development by creating an account on GitHub. We’ll open-source all of our labeled MEV data (from block 10,000,000 to 17,000,000) in our drive folder After organizing the data. This work was supported by Ethereum Academic Grants program. Many thanks to @dankrad @barnabe for support and assistance. Abstract of our paper: The detection of Maximal Extractable Value (MEV) in blockchain is crucial for enhancing blockchain security, as it enables the evaluation of potential consensus layer risks, the effectiveness of anti-centralization solutions, and the assessment of user exploitation. However, existing MEV detection methods face limitations due to their low recall rate, reliance on pre-registered Application Binary Interfaces (ABIs) and the need for continuous monitoring of new DeFi services. In this paper, we propose ArbiNet, a novel GNN-based detection model that offers a low-overhead and accurate solution for MEV detection without requiring knowledge of smart contract code or ABIs. We collected an extensive MEV dataset, surpassing currently available public datasets, to train ArbiNet. Our implemented model and open dataset enhance the understanding of the MEV landscape, serving as a foundation for MEV quantification and improved blockchain security. Overall Method3008×732 266 KB twitter.com @ We are excited to share our paper on MEV detection method using Graph Neural Networks (ArbiNet) 😄 https://t.co/c9sJ6IRoJn @VitalikButerin @dankrad @barnabemonnot 5 Likes Home Categories FAQ/Guidelines Terms of Service Privacy Policy Powered by Discourse, best viewed with JavaScript enabled