activity
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

collaborators

40 papers

cs.CR2026

From Hype to Collapse: Investigating Rug Pull Scams on Solana

Jiaxin Chen, Ziwei Li, Zigui Jiang +4

Solana has experienced rapid growth due to its high performance and low transaction costs, but the extremely low barrier to token issuance has also enabled widespread Rug Pulls. Un…

cs.CR2025

RISKTAGGER: Evidence-Guided LLM Agent for Post-Incident Forensic Analysis of Money Laundering in Web3

Dan Lin, Yanli Ding, Weipeng Zou +5

Cryptocurrency money-laundering forensic analysis after Web3 incidents faces challenges such as fragmented evidence, expanding transaction paths, and cross-chain discontinuity. Exi…

cs.SE2025

Satellite: Detecting and Analyzing Smart Contract Vulnerabilities caused by Subcontract Misuse

Zeqin Liao, Yuhong Nan, Zixu Gao +4

Developers of smart contracts pervasively reuse subcontracts to improve development efficiency. Like any program language, such subcontract reuse may unexpectedly include, or intro…

cs.SI2025

Unnoticeable Community Deception via Multi-objective Optimization

Junyuan Fang, Huimin Liu, Yueqi Peng +3

Community detection in graphs is crucial for understanding the organization of nodes into densely connected clusters. While numerous strategies have been developed to identify thes…

cs.CR2025★ 1 cited

BridgeShield: Risk-Aware Graph Modeling for Cross-Chain Bridge Attack Detection

Dan Lin, Shunfeng Lu, Ziyan Liu +7

Cross-chain bridges enable asset and state transfers across heterogeneous blockchains, but their complex cross-domain interactions introduce new attack surfaces that are difficult…

cs.CR2025

SolPhishHunter: Towards Detecting and Understanding Phishing on Solana

Ziwei Li, Zigui Jiang, Ming Fang +5

Solana is a rapidly evolving blockchain platform that has attracted an increasing number of users. However, this growth has also drawn the attention of malicious actors, with some…

cs.LG2025

Quantifying the Noise of Structural Perturbations on Graph Adversarial Attacks

Junyuan Fang, Han Yang, Haixian Wen +3

Graph neural networks have been widely utilized to solve graph-related tasks because of their strong learning power in utilizing the local information of neighbors. However, recent…

cs.LG2025

Mitigating the Structural Bias in Graph Adversarial Defenses

Junyuan Fang, Huimin Liu, Han Yang +3

In recent years, graph neural networks (GNNs) have shown great potential in addressing various graph structure-related downstream tasks. However, recent studies have found that cur…

cs.SE2025

Track and Trace: Automatically Uncovering Cross-chain Transactions in the Multi-blockchain Ecosystems

Dan Lin, Ziye Zheng, Jiajing Wu +5

Cross-chain technology enables seamless asset transfer and message-passing within decentralized finance (DeFi) ecosystems, facilitating multi-chain coexistence in the current block…

cs.DC2024

XSema: A Novel Framework for Semantic Extraction of Cross-chain Transactions

Ziye Zheng, Jiajing Wu, Dan Lin +2

As the number of blockchain platforms continues to grow, the independence of these networks poses challenges for transferring assets and information across chains. Cross-chain brid…

cs.SE2024★ 1 cited

Definition and Detection of Centralization Defects in Smart Contracts

Zewei Lin, Jiachi Chen, Jiajing Wu +2

In recent years, security incidents stemming from centralization defects in smart contracts have led to substantial financial losses. A centralization defect refers to any error, f…

cs.CR2024★ 13 cited

Safeguarding Blockchain Ecosystem: Understanding and Detecting Attack Transactions on Cross-chain Bridges

Jiajing Wu, Kaixin Lin, Dan Lin +3

Cross-chain bridges are essential decentralized applications (DApps) to facilitate interoperability between different blockchain networks. Unlike regular DApps, the functionality o…

cs.SE2024★ 1 cited

CONNECTOR: Enhancing the Traceability of Decentralized Bridge Applications via Automatic Cross-chain Transaction Association

Dan Lin, Jiajing Wu, Yuxin Su +5

Decentralized bridge applications are important software that connects various blockchains and facilitates cross-chain asset transfer in the decentralized finance (DeFi) ecosystem…

cs.SE2024★ 28 cited

SmartAxe: Detecting Cross-Chain Vulnerabilities in Bridge Smart Contracts via Fine-Grained Static Analysis

Zeqin Liao, Yuhong Nan, Henglong Liang +4

With the increasing popularity of blockchain, different blockchain platforms coexist in the ecosystem (e.g., Ethereum, BNB, EOSIO, etc.), which prompts the high demand for cross-ch…

cs.SE2024

CRPWarner: Warning the Risk of Contract-related Rug Pull in DeFi Smart Contracts

Zewei Lin, Jiachi Chen, Zibin Zheng +3

In recent years, Decentralized Finance (DeFi) grows rapidly due to the development of blockchain technology and smart contracts. As of March 2023, the estimated global cryptocurren…

cs.CR2023

With Trail to Follow: Measurements of Real-world Non-fungible Token Phishing Attacks on Ethereum

Jingjing Yang, Jieli Liu, Jiajing Wu

With the popularity of Non-Fungible Tokens (NFTs), NFTs have become a new target of phishing attacks, posing a significant threat to the NFT trading ecosystem. There has been growi…

cs.SI2023

Streaming phishing scam detection method on Ethereum

Wenjia Yu, Yijun Xia, Jieli Liu +1

Phishing is a widespread scam activity on Ethereum, causing huge financial losses to victims. Most existing phishing scam detection methods abstract accounts on Ethereum as nodes a…

cs.CR2023★ 3 cited

Towards Understanding Crypto Money Laundering in Web3 Through the Lenses of Ethereum Heists

Dan Lin, Jiajing Wu, Qishuang Fu +4

With the overall momentum of the blockchain industry, crypto-based crimes are becoming more and more prevalent. After committing a crime, the main goal of cybercriminals is to obfu…

cs.CY2023

Does Money Laundering on Ethereum Have Traditional Traits?

Qishuang Fu, Dan Lin, Yiyue Cao +1

As the largest blockchain platform that supports smart contracts, Ethereum has developed with an incredible speed. Yet due to the anonymity of blockchain, the popularity of Ethereu…

cs.CY2023★ 3 cited

Bubble or Not: Measurements, Analyses, and Findings on the Ethereum ERC721 and ERC1155 Non-fungible Token Ecosystem

Yixiang Tan, Zhiying Wu, Jieli Liu +3

The non-fungible token (NFT) is an emergent type of cryptocurrency that has garnered extensive attention since its inception. The uniqueness, indivisibility and humanistic value of…

cs.SI2023★ 2 cited

RiskProp: Account Risk Rating on Ethereum via De-anonymous Score and Network Propagation

Dan Lin, Jiajing Wu, Qishuang Fu +2

As one of the most popular blockchain platforms supporting smart contracts, Ethereum has caught the interest of both investors and criminals. Differently from traditional financial…

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…