BiLSTM4DPS: An attention-based BiLSTM approach for detecting phishing scams in ethereum

M Tang, M Ye, W Chen, D Zhou - Expert Systems with Applications, 2024 - Elsevier
With the burgeoning adoption of blockchain technology, cryptocurrencies have surged in
popularity, becoming a focal point of global interest. Concurrently, the emergence of …

Who Stole My NFT? Investigating Web3 NFT Phishing Scams on Ethereum

J Yang, J Liu, D Lin, J Wu, B Huang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
With the popularity of Non-Fungible Tokens (NFTs), the high value of NFTs makes them a
target for phishing scammers, which harms the security and reliability of the Web3 NFT …

Evaluation of performance enhancement in Ethereum fraud detection using oversampling techniques

V Ravindranath, MK Nallakaruppan, ML Shri… - Applied Soft …, 2024 - Elsevier
With the growing popularity of cryptocurrencies and their decentralized nature, the risk of
fraudulent activities within these ecosystems has become a pressing concern. This research …

Scalable Temporal Motif Densest Subnetwork Discovery

I Sarpe, F Vandin, A Gionis - Proceedings of the 30th ACM SIGKDD …, 2024 - dl.acm.org
Finding dense subnetworks, with density based on edges or more complex structures, such
as subgraphs or k-cliques, is a fundamental algorithmic problem with many applications …

Ethereum Phishing Scam Detection Based on Data Augmentation Method and Hybrid Graph Neural Network Model

Z Chen, SZ Liu, J Huang, YH Xiu, H Zhang, HX Long - Sensors, 2024 - mdpi.com
The rapid advancement of blockchain technology has fueled the prosperity of the
cryptocurrency market. Unfortunately, it has also facilitated certain criminal activities …

[HTML][HTML] An Optimized Encryption Storage Scheme for Blockchain Data Based on Cold and Hot Blocks and Threshold Secret Sharing

D Yang, WT Tsai - Entropy, 2024 - mdpi.com
In recent years, with the rapid development of blockchain technology, the issues of storage
load and data security have attracted increasing attention. Due to the immutable nature of …

GrabPhisher: Phishing Scams Detection in Ethereum via Temporally Evolving GNNs

J Zhang, H Sui, X Sun, C Ge, L Zhou… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Phishing scams are one of Ethereum's most representative security risks that can defraud
many transactions in a short period and severely threaten network security. Existing deep …