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In the last years, cryptocurrencies are increasingly popular. Even people who are not experts have started to invest in these securities and nowadays cryptocurrency exchanges process transactions for over 100 billion US dollars per month.…

Computers and Society · Computer Science 2024-09-04 Massimo La Morgia , Alessandro Mei , Francesco Sassi , Julinda Stefa

Cryptocurrency pump-and-dump schemes coordinated via Telegram threaten market integrity. However, existing research addressing this specific threat has not yet produced solutions that combine reliable results with fast response. This is in…

Computation and Language · Computer Science 2026-05-12 Ahmed Mahrous , Roberto Di Pietro

While pump-and-dump schemes have attracted the attention of cryptocurrency observers and regulators alike, this paper represents the first detailed empirical query of pump-and-dump activities in cryptocurrency markets. We present a case…

Trading and Market Microstructure · Quantitative Finance 2023-01-18 Jiahua Xu , Benjamin Livshits

Cryptocurrencies are increasingly popular. Even people who are not experts have started to invest in these assets, and nowadays, cryptocurrency exchanges process transactions for over 100 billion US dollars per month. Despite this, many…

Computers and Society · Computer Science 2024-09-04 Massimo La Morgia , Alessandro Mei , Francesco Sassi , Julinda Stefa

Cryptocurrency markets often face manipulation through prevalent pump-and-dump (P&D) schemes, where self-organized Telegram groups, some exceeding two million members, artificially inflate target cryptocurrency prices. These groups sell…

Computational Engineering, Finance, and Science · Computer Science 2025-09-30 Manuel Bolz , Kevin Brundler , Liam Kane , Panagiotis Patsias , Liam Tessendorf , Krzysztof Gogol , Taehoon Kim , Claudio Tessone

The pump and dump scheme is a form of market manipulation attack in which coordinated actors drive up the price of an asset in order to sell at a higher price. Due in part to a lack of enforcement, these schemes are widespread within the…

Cryptography and Security · Computer Science 2023-09-14 Joshua Clough , Matthew Edwards

Despite the fact that cryptocurrencies themselves have experienced an astonishing rate of adoption over the last decade, cryptocurrency fraud detection is a heavily under-researched problem area. Of all fraudulent activity regarding…

Machine Learning · Computer Science 2022-05-11 Viswanath Chadalapaka , Kyle Chang , Gireesh Mahajan , Anuj Vasil

With the proliferation of pump-and-dump schemes (P&Ds) in the cryptocurrency market, it becomes imperative to detect such fraudulent activities in advance to alert potentially susceptible investors. In this paper, we focus on predicting the…

Statistical Finance · Quantitative Finance 2023-04-04 Sihao Hu , Zhen Zhang , Shengliang Lu , Bingsheng He , Zhao Li

Interest surrounding cryptocurrencies, digital or virtual currencies that are used as a medium for financial transactions, has grown tremendously in recent years. The anonymity surrounding these currencies makes investors particularly…

Social and Information Networks · Computer Science 2019-12-19 Mehrnoosh Mirtaheri , Sami Abu-El-Haija , Fred Morstatter , Greg Ver Steeg , Aram Galstyan

This study aims to detect pump and dump (P&D) manipulation in cryptocurrency markets, where the scarcity of such events causes severe class imbalance and hinders accurate detection. To address this issue, the Synthetic Minority Oversampling…

Artificial Intelligence · Computer Science 2025-10-02 Jieun Yu , Minjung Park , Sangmi Chai

Technological advancements in cryptocurrency markets have increased accessibility for investors, but concurrently exposed them to the risks of market manipulations. Existing fraud detection mechanisms typically rely on machine learning…

Machine Learning · Computer Science 2026-04-28 Lidia Losavio , Luca Persia , Madan Sathe , Dimosthenis Pasadakis

Cryptocurrencies represent one of the most attractive markets for financial speculation. As a consequence, they have attracted unprecedented attention on social media. Besides genuine discussions and legitimate investment initiatives,…

Computers and Society · Computer Science 2020-08-20 Leonardo Nizzoli , Serena Tardelli , Marco Avvenuti , Stefano Cresci , Maurizio Tesconi , Emilio Ferrara

For different factors/reasons, ranging from inherent characteristics and features providing decentralization, enhanced privacy, ease of transactions, etc., to implied external hardships in enforcing regulations, contradictions in data…

Cryptography and Security · Computer Science 2025-01-03 Dinesh Srivasthav P , Manoj Apte

Increasingly growing Cryptocurrency markets have become a hive for scammers to run pump and dump schemes which is considered as an anomalous activity in exchange markets. Anomaly detection in time series is challenging since existing…

Artificial Intelligence · Computer Science 2020-03-17 Hadi Mansourifar , Lin Chen , Weidong Shi

Over the past few years, there has been a growth in activity, public knowledge, and awareness of cryptocurrencies and related blockchain technology. As the industry has grown, there has also been an increase in scams looking to steal…

Cryptography and Security · Computer Science 2020-06-01 R. Phillips , H. Wilder

We introduce systematic tests exploiting robust statistical and behavioral patterns in trading to detect fake transactions on 29 cryptocurrency exchanges. Regulated exchanges feature patterns consistently observed in financial markets and…

General Economics · Economics 2021-08-26 Lin William Cong , Xi Li , Ke Tang , Yang Yang

The intersection of social media, low-cost trading platforms, and naive investors has created an ideal situation for information-based market manipulations, especially pump&dumps. Manipulators accumulate small-cap stocks, disseminate false…

Social and Information Networks · Computer Science 2023-01-30 D. Nam , D. B. Skillicorn

Blockchains are significantly easing trade finance, with billions of dollars worth of assets being transacted daily. However, analyzing these networks remains challenging due to the sheer volume and complexity of the data. We introduce a…

Machine Learning · Computer Science 2024-05-07 Jason Zhu , Arijit Khan , Cuneyt Gurcan Akcora

Cryptocurrencies have emerged as a new form of digital money that has not escaped the eyes of cyber-attackers. Traditionally, they have been maliciously used as a medium of exchange for proceeds of crime in the cyber dark-market by…

Cryptography and Security · Computer Science 2021-02-23 Aaron Zimba , Mumbi Chishimba , Christabel Ngongola-Reinke , Tozgani Fainess Mbale

A key performance metric in blockchains is the latency between when a transaction is broadcast and when it is confirmed (the so-called, confirmation latency). While improvements in consensus techniques can lead to lower confirmation…

Networking and Internet Architecture · Computer Science 2020-06-26 Yifan Mao , Soubhik Deb , Shaileshh Bojja Venkatakrishnan , Sreeram Kannan , Kannan Srinivasan
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