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Different types of malicious activities have been flagged in multiple permissionless blockchains such as bitcoin, Ethereum etc. While some malicious activities exploit vulnerabilities in the infrastructure of the blockchain, some target its…

Cryptography and Security · Computer Science 2021-01-29 Rachit Agarwal , Tanmay Thapliyal , Sandeep K. Shukla

The real-time traffic monitoring is a fundamental mission in a smart city to understand traffic conditions and avoid dangerous incidents. In this paper, we propose a reliable and efficient traffic monitoring system that integrates…

Networking and Internet Architecture · Computer Science 2021-01-19 Jianxiong Guo , Xingjian Ding , Weili Wu

Money laundering is a profound global problem. Nonetheless, there is little scientific literature on statistical and machine learning methods for anti-money laundering. In this paper, we focus on anti-money laundering in banks and provide…

Machine Learning · Statistics 2023-03-22 Rasmus Jensen , Alexandros Iosifidis

This paper introduces a fraud-deterrent access validation system for public blockchains, leveraging two complementary concepts: "Transaction Proximity", which measures the distance between wallets in the transaction graph, and "Easily…

Cryptography and Security · Computer Science 2025-06-02 Gordon Y. Liao , Ziming Zeng , Mira Belenkiy , Jacob Hirshman

Financial fraud refers to the act of obtaining financial benefits through dishonest means. Such behavior not only disrupts the order of the financial market but also harms economic and social development and breeds other illegal and…

Machine Learning · Computer Science 2025-12-16 Yuxin Dong , Jianhua Yao , Jiajing Wang , Yingbin Liang , Shuhan Liao , Minheng Xiao

Blockchain technology has rapidly expanded beyond its original use in cryptocurrencies to a broad range of applications, creating vast amounts of immutable, decentralized data. As blockchain adoption grows, so does the need for advanced…

Emerging Technologies · Computer Science 2025-05-08 Marcel Bühlmann , Hans-Georg Fill , Simon Curty

Random walks simulate the randomness of objects, and are key instruments in various fields such as computer science, biology and physics. The counter part of classical random walks in quantum mechanics are the quantum walks. Quantum walk…

Social and Information Networks · Computer Science 2023-01-09 Annamaria Ficara , Giacomo Fiumara , Pasquale De Meo , Salvatore Catanese

Money laundering is the crucial mechanism utilized by criminals to inject proceeds of crime to the financial system. The primary responsibility of the detection of suspicious activity related to money laundering is with the financial…

Machine Learning · Computer Science 2020-11-18 Utku Görkem Ketenci , Tolga Kurt , Selim Önal , Cenk Erbil , Sinan Aktürkoğlu , Hande Şerban İlhan

Blockchain-based Distributed Ledgers (DLs) promise to transform the existing financial system by making it truly democratic. In the past decade, blockchain technology has seen many novel applications ranging from the banking industry to…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-02-22 Anurag Jain , Shoeb Siddiqui , Sujit Gujar

As Non-Fungible Tokens (NFTs) continue to grow in popularity, NFT users have become targets of phishing attacks by cybercriminals, called \textit{NFT drainers}. Over the last year, \$100 million worth of NFTs were stolen by drainers, and…

Cryptography and Security · Computer Science 2023-11-20 Hanna Kim , Jian Cui , Eugene Jang , Chanhee Lee , Yongjae Lee , Jin-Woo Chung , Seungwon Shin

Financial fraud cases are on the rise even with the current technological advancements. Due to the lack of inter-organization synergy and because of privacy concerns, authentic financial transaction data is rarely available. On the other…

We present BitConduite, a visual analytics tool for explorative analysis of financial activity within the Bitcoin network. Bitcoin is the largest cryptocurrency worldwide and a phenomenon that challenges the underpinnings of traditional…

Human-Computer Interaction · Computer Science 2019-12-19 Christoph Kinkeldey , Jean-Daniel Fekete , Tanja Blascheck , Petra Isenberg

Bitcoin, as one of the most popular cryptocurrency, is recently attracting much attention of investors. Bitcoin price prediction task is consequently a rising academic topic for providing valuable insights and suggestions. Existing bitcoin…

Statistical Finance · Quantitative Finance 2020-08-25 Xiao Li , Weili Wu

In recent years, the digitization and automation of anti-financial crime (AFC) investigative processes have faced significant challenges, particularly the need for interpretability of AI model results and the lack of labeled data for…

Computers and Society · Computer Science 2025-04-02 Arthur Capozzi , Salvatore Vilella , Dario Moncalvo , Marco Fornasiero , Valeria Ricci , Silvia Ronchiadin , Giancarlo Ruffo

Money laundering presents a pervasive challenge, burdening society by financing illegal activities. The use of network information is increasingly being explored to effectively combat money laundering, given it involves connected parties.…

Social and Information Networks · Computer Science 2025-10-09 Bruno Deprez , Toon Vanderschueren , Bart Baesens , Tim Verdonck , Wouter Verbeke

As the availability of financial services online continues to grow, the incidence of fraud has surged correspondingly. Fraudsters continually seek new and innovative ways to circumvent the detection algorithms in place. Traditionally, fraud…

Machine Learning · Computer Science 2024-11-25 Prashank Kadam

Many business applications involve adversarial relationships in which both sides adapt their strategies to optimize their opposing benefits. One of the key characteristics of these applications is the wide range of strategies that an…

Artificial Intelligence · Computer Science 2020-11-04 Daniel Borrajo , Manuela Veloso , Sameena Shah

The bitcoin peer-to-peer network has drawn significant attention from researchers, but so far has mostly focused on publicly visible portions of the network, i.e., publicly reachable peers. This mostly ignores the hidden parts of the…

Networking and Internet Architecture · Computer Science 2017-09-21 Liang Wang , Ivan Pustogarov

Money laundering is a financial crime that poses a serious threat to financial integrity and social security. The growing number of transactions makes it necessary to use automatic tools that help law enforcement agencies detect such…

Cryptography and Security · Computer Science 2025-06-10 Marco Di Gennaro , Francesco Panebianco , Marco Pianta , Stefano Zanero , Michele Carminati

The potential for machine learning systems to amplify social inequities and unfairness is receiving increasing popular and academic attention. Much recent work has focused on developing algorithmic tools to assess and mitigate such…