Pump and Dumps in the Bitcoin Era: Real Time Detection of Cryptocurrency Market Manipulations
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Abstract (arXiv)
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. However, many cryptocurrencies have low liquidity and therefore they are highly prone to market manipulation schemes. In this paper, we perform an in-depth analysis of pump and dump schemes organized by communities over the Internet. We observe how these communities are organized and how they carry out the fraud. Then, we report on two case studies related to pump and dump groups. Lastly, we introduce an approach to detect the fraud in real time that outperforms the current state of the art, so to help investors stay out of the market when a pump and dump scheme is in action.
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). First posted on arXiv 4 May 2020.
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Citing papers per year: 2021: 1; 2022: 3; 2023: 0; 2024: 0; 2025: 1; 2026: 2.
7 papers.
- 2021Uncovering the Dark Side of Telegram: Fakes, Clones, Scams, and Conspiracy Movementscited by 5
- 2022Sequence-Based Target Coin Prediction for Cryptocurrency Pump-and-Dumpcited by 4
- 2022Crypto Pump and Dump Detection via Deep Learning Techniquescited by 2
- 2025textscPerseus: Tracing the Masterminds Behind Cryptocurrency Pump-and-Dump Schemescited by 2
- 2022Finding Patterns in Visualized Data by Adding Redundant Visual Informationcited by 0
- 2026Fraud Detection in Cryptocurrency Markets with Spatio-Temporal Graph Neural Networkscited by 0
- 2026PumpSense: Real-Time Detection and Target Extraction of Crypto Pump-and-Dumps on Telegramcited by 0
- 2026PumpSense: Real-Time Detection and Target Extraction of Crypto Pump-and-Dumps on Telegram10 May 2026
- 2026Fraud Detection in Cryptocurrency Markets with Spatio-Temporal Graph Neural Networks27 Apr 2026
- 2025textscPerseus: Tracing the Masterminds Behind Cryptocurrency Pump-and-Dump Schemes3 Mar 2025
- 2022Finding Patterns in Visualized Data by Adding Redundant Visual Information27 May 2022
- 2022Crypto Pump and Dump Detection via Deep Learning Techniques10 May 2022
- 2022Sequence-Based Target Coin Prediction for Cryptocurrency Pump-and-Dump21 Apr 2022
- 2021Uncovering the Dark Side of Telegram: Fakes, Clones, Scams, and Conspiracy Movements26 Nov 2021