awesome-work

A curated list of our work.

Table of Content

Survey

Year Title Venue Paper Code
2021 Analysis of cryptocurrency transactions from a network perspective: An overview Journal of Network and Computer Applications Link Link
2019 Introduction to Focus Issue: Complex Network Approaches to Cyber-Physical Systems Chaos: An Interdisciplinary Journal of Nonlinear Science Link Link
2021 区块链交易网络研究综述 中山大学学报(自然科学版)中文核心 Link Link

Anomaly Detection

Year Title Venue Paper Code
2024 DAppFL: Just-in-Time Fault Localization for Decentralized Applications in Web3 ACM SIGSOFT International Symposium on Software Testing and Analysis Proceedings (ISSTA) Link Link
2021 Detecting Mixing Services via Mining Bitcoin Transaction Network With Hybrid Motifs IEEE Transactions on Systems, Man, and Cybernetics: Systems Link Link
2021 Do cryptocurrency exchanges fake trading volumes? An empirical analysis of wash trading based on data mining Physica A: Statistical Mechanics and its Applications Link Link
2021 Transaction-based Hidden Strategies Against General Phishing Detection Framework on Ethereum IEEE International Symposium on Circuits and Systems Link Link
2020 Who are the phishers? phishing scam detection on ethereum via network embedding IEEE Transactions on Systems, Man, and Cybernetics: Systems Link Link
2022 Phishing Detection on Ethereum via Attributed Ego-Graph Embedding IEEE Transactions on Circuits and Systems II: Express Briefs Link Link
2020 Detecting Phishing Scams on Ethereum Based on Transaction Records IEEE International Symposium on Circuits and Systems (ISCAS) Link Link
2020 Cross Entropy Attack on Deep Graph Infomax IEEE International Symposium on Circuits and Systems (ISCAS) Link Link
2020 Phishing Detection on Ethereum via Learning Representation of Transaction Subgraphs International Conference on Blockchain and Trustworthy Systems Link Link
2020 CDS: A Cross–Version Software Defect Prediction Model With Data Selection IEEE Access Link Link

Transaction Pattern

Year Title Venue Paper Code
2021 Evolution of Ethereum Transaction Relationships: Toward Understanding Global Driving Factors From Microscopic Patterns IEEE Transactions on Computational Social Systems Link Link

Market Analysis

Year Title Venue Paper Code
2021 Deep learning-based transaction prediction in Ethereum International Conference on Blockchain and Trustworthy Systems Link Link
2020 Long-range dependence, multi-fractality and volume-return causality of Ether market Chaos: An Interdisciplinary Journal of Nonlinear Science Link Link

Network Portrait

Year Title Venue Paper Code
2021 Portraits of Typical Accounts in Ethereum Transaction Network International Conference on Blockchain and Trustworthy Systems Link Link
2022 FA-GNN: Filter and Augment Graph Neural Networks for Account Classification in Ethereum IEEE Transactions on Network Science and Engineering Link Link
2022 Temporal Analysis of Transaction Ego Networks with Different Labels on Ethereum IEEE International Symposium on Circuits and Systems (ISCAS) Link Link
2022 Ethereum Account Classification based on Graph Convolutional Network IEEE Transactions on Circuits and Systems II: Express Briefs Link Link
2020 T-EDGE: Temporal WEighted MultiDiGraph Embedding for Ethereum Transaction Network Analysis Frontiers in Physics Link Link
2020 Exploring EOSIO via Graph Characterization International Conference on Blockchain and Trustworthy Systems Link Link
2020 An Asymmetric Interdependent Networks Model for Cyber-Physical Systems Chaos Link Link
2020 Modeling and understanding ethereum transaction records via a complex network approach IEEE Transactions on Circuits and Systems II: Express Briefs Link Link
2019 Sequential topology recovery of complex power systems based on reinforcement learning Physica A: Statistical Mechanics and its Applications Link Link
2018 Sequential Restorations of Complex Networks After Cascading Failures IEEE Transactions on Systems, Man, and Cybernetics: Systems Link Link

Networks Robustness

Year Title Venue Paper Code
2021 Enhancing Robustness and Transmission Performance of Heterogeneous Complex Networks via Multiobjective Optimization IEEE Systems Journal Link Link
2021 Sequential Attacker-defender Game on Complex Networks Considering the Cascading Failure Process IEEE Transactions on Computational Social Systems Link Link
2021 Sequential Node Attack of Complex Networks based on Q-learning Method IEEE International Symposium on Circuits and Systems Link Link
2022 Analyzing Robustness of Complex Networks Against Incomplete Information "IEEE Transactions on Circuits and Systems II: Express Briefs" Link Link
2020 Revealing structural and functional vulnerability of power grids to cascading failures IEEE Journal on Emerging and Selected Topics in Circuits and Systems Link Link
2020 Sequential Recovery of Complex Networks Suffering From Cascading Failure Blackouts IEEE Transactions on Network Science and Engineering Link Link
2019 Robustness of Asymmetric Cyber-Physical Power Systems Against Cyber Attacks IEEE Aceess Link Link