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20142026
most citedDetecting Mixing Services via Mining Bitcoin Transaction Network with Hybrid Motifs

214 citations · 935 across the 39 of their papers we have counts for

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Showing 2022Show all

10 papers · 1 filter

cs.CR2022★ 9 cited

Financial Crimes in Web3-empowered Metaverse: Taxonomy, Countermeasures, and Opportunities

Jiajing Wu, Kaixin Lin, Dan Lin +3

At present, the concept of metaverse has sparked widespread attention from the public to major industries. With the rapid development of blockchain and Web3 technologies, the decen…

cs.LG2022★ 9 cited

GANI: Global Attacks on Graph Neural Networks via Imperceptible Node Injections

Junyuan Fang, Haixian Wen, Jiajing Wu +3

Graph neural networks (GNNs) have found successful applications in various graph-related tasks. However, recent studies have shown that many GNNs are vulnerable to adversarial atta…

cs.LG2022★ 19 cited

Time-aware Metapath Feature Augmentation for Ponzi Detection in Ethereum

Chengxiang Jin, Jiajun Zhou, Jie Jin +2

With the development of Web 3.0 which emphasizes decentralization, blockchain technology ushers in its revolution and also brings numerous challenges, particularly in the field of…

cs.CR2022★ 8 cited

TSGN: Transaction Subgraph Networks Assisting Phishing Detection in Ethereum

Jinhuan Wang, Pengtao Chen, Xinyao Xu +4

Due to the decentralized and public nature of the Blockchain ecosystem, the malicious activities on the Ethereum platform impose immeasurable losses for the users. Existing phishin…

cs.CR2022★ 6 cited

Temporal Analysis of Transaction Ego Networks with Different Labels on Ethereum

Baoying Huang, Jieli Liu, Jiajing Wu +2

Due to the widespread use of smart contracts, Ethereum has become the second-largest blockchain platform after Bitcoin. Many different types of Ethereum accounts (ICO, Mining, Gamb…

cs.CR2022

Heterogeneous Feature Augmentation for Ponzi Detection in Ethereum

Chengxiang Jin, Jie Jin, Jiajun Zhou +2

While blockchain technology triggers new industrial and technological revolutions, it also brings new challenges. Recently, a large number of new scams with a "blockchain" sock-pup…

cs.SI2022★ 49 cited

Complex Network Analysis of the Bitcoin Transaction Network

Bishenghui Tao, Hong-Ning Dai, Jiajing Wu +3

In this brief, we conduct a complex-network analysis of the Bitcoin transaction network. In particular, we design a new sampling method, namely random walk with flying-back (RWFB),…

cs.CR2022★ 70 cited

TRacer: Scalable Graph-based Transaction Tracing for Account-based Blockchain Trading Systems

Zhiying Wu, Jieli Liu, Jiajing Wu +1

Security incidents such as scams and hacks, have become a major threat to the health of the blockchain ecosystem, causing billions of dollars in losses each year for blockchain use…

cs.SI2022★ 109 cited

Behavior-aware Account De-anonymization on Ethereum Interaction Graph

Jiajun Zhou, Chenkai Hu, Jianlei Chi +3

Blockchain technology has the characteristics of decentralization, traceability and tamper-proof, which creates a reliable decentralized trust mechanism, further accelerating the d…

cs.NI2022★ 6 cited

Understanding the Decentralization of DPoS: Perspectives From Data-Driven Analysis on EOSIO

Jieli Liu, Weilin Zheng, Dingyuan Lu +2

Recently, many Delegated Proof-of-Stake (DPoS)-based blockchains have been widely used in decentralized applications, such as EOSIO, Tron, and Binance Smart Chain. Compared with tr…