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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Abstract (arXiv)
In this work, we perform a longitudinal analysis of the BNB Smart Chain and Ethereum blockchain from their inception to March 2022. We study the ecosystem of the tokens and liquidity pools, highlighting analogies and differences between the two blockchains. We discover that about 60% of tokens are active for less than one day. Moreover, we find that 1% of addresses create an anomalous number of tokens (between 20% and 25%). We discover that these tokens are used as disposable tokens to perform a particular type of rug pull, which we call 1-day rug pull. We quantify the presence of this operation on both blockchains discovering its prevalence on the BNB Smart Chain. We estimate that 1-day rug pulls generated 240 million in profits. Finally, we present sniper bots, a new kind of trader bot involved in these activities, and we detect their presence and quantify their activity in the rug pull operations.
Key facts. Cited by 15 papers in the map (data through 14 Oct 2026). First posted on arXiv 16 Jun 2022.
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Citing papers per year: 2023: 1; 2024: 2; 2025: 5; 2026: 7.
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- 2025Spore in the Wild: A Case Study of Spore.fun as an Open-Environment Evolution Experiment with Sovereign AI Agents on TEE-Secured Blockchainscited by 6
- 2024Is Your AI Truly Yours? Leveraging Blockchain for Copyrights, Provenance, and Lineagecited by 4
- 2025Prompt to Pwn: Automated Exploit Generation for Smart Contractscited by 4
- 2025Detecting Rug Pulls in Decentralized Exchanges: Machine Learning Evidence from the TON Blockchaincited by 2
- 2026How Agentic Is Agentic Commerce? A Population-Scale Measurement of x402 Adoption and Authenticitycited by 2
- 2026Early Rug Pull Warning for BSC Meme Tokens via Multi-Granularity Wash-Trading Pattern Profilingcited by 1
- 2023FRAD: Front-Running Attacks Detection on Ethereum using Ternary Classification Modelcited by 0
- 2024JANUS: A Difference-Oriented Analyzer For Financial Centralization Risks in Smart Contractscited by 0
- 2025Slow is Fast! Dissecting Ethereum's Slow Liquidity Drain Scamscited by 0
- 2025Fishing for Phishers: Learning-Based Phishing Detection in Ethereum Transactionscited by 0
- 2026MELT: A Behavioral Trace Dataset for High-Risk Memecoin Launch Detectioncited by 0
- 2026Towards Event-Aware Forecasting in DeFi: Insights from On-chain Automated Market Maker Protocolscited by 0
3 more
- 2026Unlocking the Forecasting Economy: A Suite of Datasets for the Full Lifecycle of Prediction Market: [Experiments & Analysis]cited by 0
- 2026Discovering Persistent Behavioural Patterns for Interpretable Blockchain Forensicscited by 0
- 2026Your Agent Says Yes: Interpreting Adversarial Market Behavior Beyond Individual Transactionscited by 0
- 2026Your Agent Says Yes: Interpreting Adversarial Market Behavior Beyond Individual Transactions7 Sep 2026
- 2026Discovering Persistent Behavioural Patterns for Interpretable Blockchain Forensics13 Aug 2026
- 2026How Agentic Is Agentic Commerce? A Population-Scale Measurement of x402 Adoption and Authenticity14 Jul 2026
- 2026Unlocking the Forecasting Economy: A Suite of Datasets for the Full Lifecycle of Prediction Market: [Experiments & Analysis]22 Apr 2026
- 2026Towards Event-Aware Forecasting in DeFi: Insights from On-chain Automated Market Maker Protocols22 Apr 2026
- 2026Early Rug Pull Warning for BSC Meme Tokens via Multi-Granularity Wash-Trading Pattern Profiling14 Mar 2026
- 2026MELT: A Behavioral Trace Dataset for High-Risk Memecoin Launch Detection13 Feb 2026
- 2025Detecting Rug Pulls in Decentralized Exchanges: Machine Learning Evidence from the TON Blockchain1 Sep 2025
- 2025Prompt to Pwn: Automated Exploit Generation for Smart Contracts2 Aug 2025
- 2025Spore in the Wild: A Case Study of Spore.fun as an Open-Environment Evolution Experiment with Sovereign AI Agents on TEE-Secured Blockchains24 May 2025
- 2025Fishing for Phishers: Learning-Based Phishing Detection in Ethereum Transactions24 Apr 2025
- 2025Slow is Fast! Dissecting Ethereum's Slow Liquidity Drain Scams6 Mar 2025
3 more
- 2024JANUS: A Difference-Oriented Analyzer For Financial Centralization Risks in Smart Contracts5 Dec 2024
- 2024Is Your AI Truly Yours? Leveraging Blockchain for Copyrights, Provenance, and Lineage9 Apr 2024
- 2023FRAD: Front-Running Attacks Detection on Ethereum using Ternary Classification Model24 Nov 2023
- 2025Spore in the Wild: A Case Study of Spore.fun as an Open-Environment Evolution Experiment with Sovereign AI Agents on TEE-Secured Blockchainscited by 6
- 2024Is Your AI Truly Yours? Leveraging Blockchain for Copyrights, Provenance, and Lineagecited by 4
- 2025Prompt to Pwn: Automated Exploit Generation for Smart Contractscited by 4
- 2025Detecting Rug Pulls in Decentralized Exchanges: Machine Learning Evidence from the TON Blockchaincited by 2
- 2026Early Rug Pull Warning for BSC Meme Tokens via Multi-Granularity Wash-Trading Pattern Profilingcited by 1
- 2023FRAD: Front-Running Attacks Detection on Ethereum using Ternary Classification Modelcited by 0
- 2024JANUS: A Difference-Oriented Analyzer For Financial Centralization Risks in Smart Contractscited by 0
- 2025Slow is Fast! Dissecting Ethereum's Slow Liquidity Drain Scamscited by 0
- 2025Fishing for Phishers: Learning-Based Phishing Detection in Ethereum Transactionscited by 0
- 2026MELT: A Behavioral Trace Dataset for High-Risk Memecoin Launch Detectioncited by 0
- 2026Towards Event-Aware Forecasting in DeFi: Insights from On-chain Automated Market Maker Protocolscited by 0
- 2026Unlocking the Forecasting Economy: A Suite of Datasets for the Full Lifecycle of Prediction Market: [Experiments & Analysis]cited by 0
12 most cited of 14 All 14 (JSON)
- 2026Your Agent Says Yes: Interpreting Adversarial Market Behavior Beyond Individual Transactions7 Sep 2026
- 2026Discovering Persistent Behavioural Patterns for Interpretable Blockchain Forensics13 Aug 2026
- 2026Unlocking the Forecasting Economy: A Suite of Datasets for the Full Lifecycle of Prediction Market: [Experiments & Analysis]22 Apr 2026
- 2026Towards Event-Aware Forecasting in DeFi: Insights from On-chain Automated Market Maker Protocols22 Apr 2026
- 2026Early Rug Pull Warning for BSC Meme Tokens via Multi-Granularity Wash-Trading Pattern Profiling14 Mar 2026
- 2026MELT: A Behavioral Trace Dataset for High-Risk Memecoin Launch Detection13 Feb 2026
- 2025Detecting Rug Pulls in Decentralized Exchanges: Machine Learning Evidence from the TON Blockchain1 Sep 2025
- 2025Prompt to Pwn: Automated Exploit Generation for Smart Contracts2 Aug 2025
- 2025Spore in the Wild: A Case Study of Spore.fun as an Open-Environment Evolution Experiment with Sovereign AI Agents on TEE-Secured Blockchains24 May 2025
- 2025Fishing for Phishers: Learning-Based Phishing Detection in Ethereum Transactions24 Apr 2025
- 2025Slow is Fast! Dissecting Ethereum's Slow Liquidity Drain Scams6 Mar 2025
- 2024JANUS: A Difference-Oriented Analyzer For Financial Centralization Risks in Smart Contracts5 Dec 2024
12 newest of 14 All 14 (JSON)