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AI-powered Fraud Detection in Decentralized Finance: A Project Life Cycle Perspective

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Overview of Attack Surfaces in Blockchain
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Clustering Methods
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SoK: Transparent Dishonesty: Front-Running Attacks on Blockchain
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A Survey on Blockchain Anomaly Detection Using Data Mining Techniques
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Phishing Detection on Ethereum via Learning Representation of Transaction Subgraphs
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Detection of Smart Ponzi Schemes Using Opcode
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Identity Inference on Blockchain Using Graph Neural Network
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TSGN: Transaction Subgraph Networks for Identifying Ethereum Phishing Accounts
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Blockchain Phishing Scam Detection via Multi-channel Graph Classification
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Dual-Channel Early Warning Framework for Ethereum Ponzi Schemes
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Early-stage phishing detection on the Ethereum transaction network
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CT-GCN: a phishing identification model for blockchain cryptocurrency transactions
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Inspection-L: self-supervised GNN node embeddings for money laundering detection in bitcoin
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Regularized Generalized Canonical Correlation Analysis
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Application of Gradient Boosting Algorithms for Anti-money Laundering in Cryptocurrencies
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Graph neural networks: A review of methods and applications
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Pre-trained models: Past, present and future
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WTEYE: On-chain wash trade detection and quantification for ERC20 cryptocurrencies
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Investigating the impact of structural and temporal behaviors in Ethereum phishing users detection
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Detection of illicit accounts over the Ethereum blockchain
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Wash trading at cryptocurrency exchanges
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Detecting wash trading for nonfungible tokens
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Al-SPSD: Anti-leakage smart Ponzi schemes detection in blockchain
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Wash Trades as a Stock Market Manipulation Tool
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Front-running dynamics
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Do cryptocurrency exchanges fake trading volumes? An empirical analysis of wash trading based on data mining
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An information-theoretic perspective of tf–idf measures
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The Ponzi Scheme Puzzle
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A New Wolf in Town? Pump-and-Dump Manipulation in Cryptocurrency Markets
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Multinomial Logistic Regression
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Exploiting Blockchain Data to Detect Smart Ponzi Schemes on Ethereum
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Cryptocurrency Scams: Analysis and Perspectives
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Data Mining-Based Ethereum Fraud Detection
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A Survey on Security and Privacy Issues of Bitcoin
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Large Scale Incremental Learning
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Identification of High Yielding Investment Programs in Bitcoin via Transactions Pattern Analysis
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Pump and Dumps in the Bitcoin Era: Real Time Detection of Cryptocurrency Market Manipulations
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Cryptocurrency Pump and Dump Schemes: Quantification and Detection
inferredcites →https://doi.org/10.1109/iscas45731.2020.9180815openalex-snapshot
Detecting Phishing Scams on Ethereum Based on Transaction Records
inferredcites →https://doi.org/10.1109/iscas51556.2021.9401091openalex-snapshot
Transaction-Based Hidden Strategies against General Phishing Detection Framework on Ethereum
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A Comprehensive Survey on Transfer Learning
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Flash Boys 2.0: Frontrunning in Decentralized Exchanges, Miner Extractable Value, and Consensus Instability
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High-Frequency Trading on Decentralized On-Chain Exchanges
inferredcites →https://doi.org/10.1109/tcsii.2022.3159594openalex-snapshot
Phishing Detection on Ethereum via Attributed Ego-Graph Embedding
inferredcites →https://doi.org/10.1109/tcsii.2022.3177898openalex-snapshot
Heterogeneous Feature Augmentation for Ponzi Detection in Ethereum
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Detecting Ethereum Ponzi Schemes Based on Improved LightGBM Algorithm
inferredcites →https://doi.org/10.1109/tcss.2022.3203081openalex-snapshot
Hide and Seek: An Adversarial Hiding Approach Against Phishing Detection on Ethereum
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Behavior-Aware Account De-Anonymization on Ethereum Interaction Graph
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Graph Self-Supervised Learning: A Survey
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A Normalized Levenshtein Distance Metric
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Blockchain Security: A Survey of Techniques and Research Directions
inferredcites →https://doi.org/10.1109/tsmc.2020.3016821openalex-snapshot
Who Are the Phishers? Phishing Scam Detection on Ethereum via Network Embedding
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Detecting Mixing Services via Mining Bitcoin Transaction Network With Hybrid Motifs
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Benford’s Law as an Indicator of Fraud in Economics
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Why phishing works
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Proceedings of the 22nd ACM SIGSAC Conference on Computer and Communications Security
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Privacy-Preserving Deep Learning
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node2vec
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LIME
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Detecting Ponzi Schemes on Ethereum
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Proceedings of the First ACM International Conference on AI in Finance
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A Survey on Ethereum Systems Security
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Competence of Graph Convolutional Networks for Anti-Money Laundering in Bitcoin Blockchain
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Detecting and Quantifying Wash Trading on Decentralized Cryptocurrency Exchanges
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A Survey on Bias and Fairness in Machine Learning
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TTAGN: Temporal Transaction Aggregation Graph Network for Ethereum Phishing Scams Detection
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Trade or Trick?
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Smart Contract Scams Detection with Topological Data Analysis on Account Interaction
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BERT4ETH: A Pre-trained Transformer for Ethereum Fraud Detection
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NFTDisk: Visual Detection of Wash Trading in NFT Markets
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Understanding Flash-Loan-based Wash Trading
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The Doge of Wall Street: Analysis and Detection of Pump and Dump Cryptocurrency Manipulations
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AI-powered Fraud Detection in Decentralized Finance: A Project Life Cycle Perspective
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Long Short-Term Memory
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Random Forest
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The Economics of Cryptocurrency Pump and Dump Schemes
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NFT Wash Trading: Quantifying Suspicious Behaviour in NFT markets
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Suspicious Trading in Nonfungible Tokens (Nfts): Evidence from Wash Trading
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Insider trading in cryptocurrency markets
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Detecting Ethereum Ponzi Schemes Through Opcode Context Analysis and Oversampling-Based AdaBoost Algorithm
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graph2vec: Learning Distributed Representations of Graphs
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Detecting Bot Activity in the Ethereum Blockchain Network
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The Art of The Scam: Demystifying Honeypots in Ethereum Smart Contracts
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A Data Science Approach for Honeypot Detection in Ethereum
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Characterizing and Detecting Money Laundering Activities on the Bitcoin Network
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Ethereum Fraud Detection with Heterogeneous Graph Neural Networks
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Mixing detection on Bitcoin transactions using statistical patterns
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Token Spammers, Rug Pulls, and SniperBots: An Analysis of the Ecosystem of Tokens in Ethereum and in the Binance Smart Chain (BNB)
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Bubble or Not: Measurements, Analyses, and Findings on the Ethereum ERC721 and ERC1155 Non-fungible Token Ecosystem
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Enhancing Illicit Activity Detection using XAI: A Multimodal Graph-LLM Framework
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Enhancing Anomaly Detection in Financial Markets with an LLM-based Multi-Agent Framework
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A Reflective LLM-based Agent to Guide Zero-shot Cryptocurrency Trading
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Exploring LLM Cryptocurrency Trading Through Fact-Subjectivity Aware Reasoning
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POS Tagging Approaches: A Comparison
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Live Graph Lab: Towards Open, Dynamic and Real Transaction Graphs with NFT
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Latent dirichlet allocation
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The Ponzi scheme puzzle: a history and analysis of con artists and victims

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Agentic systems as catalysts for innovation in FinTech: exploring opportunities, challenges and a research agenda
inferred← citeshttps://doi.org/10.1109/aiia68273.2025.11383696openalex-snapshot
Fine-Tuned BERT Model for Fraudulent Messages Detection in Algerian Dialect: A Lightweight Approach with Balanced Evaluation Metrics
inferred← citeshttps://doi.org/10.1109/dsn-s70715.2026.00028openalex-snapshot
Cross-Referencing Whitepaper Claims and Smart Contract Code for Automated ICO Auditing
inferred← citeshttps://doi.org/10.1109/icaect68478.2026.11426021openalex-snapshot
Pre-Transaction Fraud Risk Prediction in DeFi Using Explainable AI
inferred← citeshttps://doi.org/10.1109/icaic67076.2026.11395805openalex-snapshot
SC-GAN: A GAN-Based Data Augmentation Approach for Stablecoin Fraud Detection on Imbalanced Transaction Data
inferred← citeshttps://doi.org/10.1109/icaiccit68829.2025.11434319openalex-snapshot
Evaluating the Success of Decentralized Exchanges (DEXs): A DeLone and McLean Information Systems Approach
inferred← citeshttps://doi.org/10.1109/icara60736.2024.10553149openalex-snapshot
Review of Cloud AI for Real-Time Fraud Detection
inferred← citeshttps://doi.org/10.1109/icbc67748.2026.11575502openalex-snapshot
A Comprehensive Evaluation of GNN Models for Fraud Detection in Blockchain Transactions
inferred← citeshttps://doi.org/10.1109/icbdse70225.2026.11635503openalex-snapshot
CALA: A Context-Augmented Lightweight Agent for Record Adjudication
inferred← citeshttps://doi.org/10.1109/iccetm66557.2025.11557953openalex-snapshot
AI Enabled Decentralized Finance Frameworks for Scalable, Secure and Transparent Transactions
inferred← citeshttps://doi.org/10.1109/icdlt66400.2025.11466509openalex-snapshot
Shell Games in Plain Sight? Deception Strategies and Fraud in Blockchain Systems
inferred← citeshttps://doi.org/10.1109/ice3is66769.2025.11280774openalex-snapshot
Systematic Literature Review of Decentralized Finance (DeFi): Components, Opportunities, and Challenges
inferred← citeshttps://doi.org/10.1109/iceei68459.2025.11330737openalex-snapshot
Feature Selection for Large-Scale E-Commerce Fraud Detection Using Recursive Feature Elimination and Big Data Analytics
inferred← citeshttps://doi.org/10.1109/iciet70550.2026.11712736openalex-snapshot
Pool Abandonment Prediction in Solana DeFi: A Longitudinal Study of Liquidity Withdrawal Patterns
inferred← citeshttps://doi.org/10.1109/iciet70550.2026.11712915openalex-snapshot
Intelligent Blockchain-Driven Crowdfunding with AI-Powered Fraud Defense and Decentralized Trust
inferred← citeshttps://doi.org/10.1109/icsc64641.2025.00052openalex-snapshot
A Generative AI-Based Framework for Decentralized Finance and Cryptocurrency Fraud Prevention
inferred← citeshttps://doi.org/10.1109/isci65687.2025.11166932openalex-snapshot
A Framework for Gen AI Adoption for Enterprises Leveraging Enterprise Architecture Patterns
inferred← citeshttps://doi.org/10.1109/tifs.2026.3688911openalex-snapshot
BlockAthena: A Scalable Approach for Long-Term Blockchain Crimes Analysis
inferred← citeshttps://doi.org/10.1109/tkde.2024.3522772openalex-snapshot
Early Detection of Malicious Crypto Addresses With Asset Path Tracing and Selection
inferred← citeshttps://doi.org/10.1145/3774904.3792946openalex-snapshot
Multi-Modal Enhanced Graph Transfer Learning for Digital Finance Fraud Detection
inferred← citeshttps://doi.org/10.1145/3774905.3795449openalex-snapshot
Benchmarking Temporal Web3 Intelligence: Lessons from the FinSurvival 2025 Challenge
inferred← citeshttps://doi.org/10.14801/jkiit.2025.23.7.155openalex-snapshot
Deep Learning-based Anomaly Detection in the USDT Stablecoin
inferred← citeshttps://doi.org/10.15407/pp2025.02.028openalex-snapshot
Integrated security systems for protecting payment synchronization from MITM attacks
inferred← citeshttps://doi.org/10.15622/ia.25.2.1openalex-snapshot
Research on the Applicability of Matrix Factorization for Ranking Large Language Models
inferred← citeshttps://doi.org/10.21203/rs.3.rs-10569728/v1openalex-snapshot
A decentralized multi-agent framework integrating interpretable machine learning for automated warranty fraud detection in supply chains
inferred← citeshttps://doi.org/10.25019/zp8nva19openalex-snapshot
Towards robust security in smart payment systems: challenges and solutions
inferred← citeshttps://doi.org/10.32628/cseit2511677openalex-snapshot
AI-Powered Based Fraud Detection Using Graph Neural Network for Mobile Payment System
inferred← citeshttps://doi.org/10.3390/app16073122openalex-snapshot
A Hybrid Multi-Agent System for Early Scam Detection in Crypto-Assets
inferred← citeshttps://doi.org/10.3390/math13111784openalex-snapshot
Telecom Fraud Recognition Based on Large Language Model Neuron Selection
inferred← citeshttps://doi.org/10.3390/math14020345openalex-snapshot
Graph Combinatorial Optimization Problems for Blockchain Transaction Network Analysis
inferred← citeshttps://doi.org/10.3390/s25020342openalex-snapshot
Cybersecurity Attacks and Detection Methods in Web 3.0 Technology: A Review
inferred← citeshttps://doi.org/10.3390/sym17040496openalex-snapshot
Enhancing Cryptocurrency Security: Leveraging Embeddings and Large Language Models for Creating Cryptocurrency Security Expert Systems
inferred← citeshttps://doi.org/10.3390/sym18030546openalex-snapshot
A Cross-Institutional Financial Fraud Collaborative Detection Algorithm Based on FedGAT Federated Graph Attention Network
inferred← citeshttps://doi.org/10.34218/ijaret.13.2.009openalex-snapshot
AI-Driven Fraud Detection in Cryptocurrency Transactions
inferred← citeshttps://doi.org/10.4018/979-8-3373-0675-9.ch006openalex-snapshot
Decentralized Finance (DeFi) and the Rise of Financial Exploits
inferred← citeshttps://doi.org/10.4018/979-8-3373-5223-7.ch011openalex-snapshot
AI-Enhanced Fraud Detection in Banking and E-Commerce
inferred← citeshttps://doi.org/10.4103/jrms.jrms_607_24openalex-snapshot
Using the power of artificial intelligence to improve the diagnosis and management of nonmelanoma skin cancer
inferred← citeshttps://doi.org/10.4236/jcc.2026.144006openalex-snapshot
Determinants of AI Adoption in Public Financial Management: A Digital Divide Perspective from Bangladesh
inferred← citeshttps://doi.org/10.48175/ijarsct-13700lopenalex-snapshot
Real-Time Fraud Detection in Serverless Financial Systems Using AI
inferred← citeshttps://doi.org/10.54097/0jvtcj82openalex-snapshot
The Role of Artificial Intelligence and Machine Learning in Detecting and Preventing Financial Fraud: A Study of Banking Sector Innovations
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