6 papers
Identification and Anonymization of Named Entities in Unstructured Information Sources for Use in Social Engineering Detection
Carlos Jimeno Miguel, Raul Orduna, Francesco Zola
This study addresses the challenge of creating datasets for cybercrime analysis while complying with the requirements of regulations such as the General Data Protection Regulation…
ART: A Graph-based Framework for Investigating Illicit Activity in Monero via Address-Ring-Transaction Structures
Andrea Venturi, Imanol Jerico-Yoldi, Francesco Zola +1
As Law Enforcement Agencies advance in cryptocurrency forensics, criminal actors aiming to conceal illicit fund movements increasingly turn to "mixin" services or privacy-based cry…
A Graph Machine Learning Approach for Detecting Topological Patterns in Transactional Graphs
Francesco Zola, Jon Ander Medina, Andrea Venturi +2
The rise of digital ecosystems has exposed the financial sector to evolving abuse and criminal tactics that share operational knowledge and techniques both within and across differ…
PhishKey: A Novel Centroid-Based Approach for Enhanced Phishing Detection Using Adaptive HTML Component Extraction
Felipe Castaño, Eduardo Fidalgo, Enrique Alegre +3
Phishing attacks pose a significant cybersecurity threat, evolving rapidly to bypass detection mechanisms and exploit human vulnerabilities. This paper introduces PhishKey to addre…
Topological Analysis of Mixer Activities in the Bitcoin Network
Francesco Zola, Jon Ander Medina, Andrea Venturi +1
Cryptocurrency users increasingly rely on obfuscation techniques such as mixers, swappers, and decentralised or no-KYC exchanges to protect their anonymity. However, at the same ti…
Assessing the Impact of Sanctions in the Crypto Ecosystem: Effective Measures or Ineffective Deterrents?
Francesco Zola, Jon Ander Medina, Raul Orduna
Regulatory authorities aim to tackle illegal activities by targeting the economic incentives that drive such behaviour. This is typically achieved through the implementation of fin…