mlsanityData to 14 Oct 2026

Token Spammers, Rug Pulls, and SniperBots: An Analysis of the Ecosystem of Tokens in Ethereum and in the Binance Smart Chain (BNB)

arXiv 2206.08202 ↗First posted 16 Jun 2022cs.CYcited by 15

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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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  1. 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
  2. 2024Is Your AI Truly Yours? Leveraging Blockchain for Copyrights, Provenance, and Lineagecited by 4
  3. 2025Prompt to Pwn: Automated Exploit Generation for Smart Contractscited by 4
  4. 2025Detecting Rug Pulls in Decentralized Exchanges: Machine Learning Evidence from the TON Blockchaincited by 2
  5. 2026How Agentic Is Agentic Commerce? A Population-Scale Measurement of x402 Adoption and Authenticitycited by 2
  6. 2026Early Rug Pull Warning for BSC Meme Tokens via Multi-Granularity Wash-Trading Pattern Profilingcited by 1
  7. 2023FRAD: Front-Running Attacks Detection on Ethereum using Ternary Classification Modelcited by 0
  8. 2024JANUS: A Difference-Oriented Analyzer For Financial Centralization Risks in Smart Contractscited by 0
  9. 2025Slow is Fast! Dissecting Ethereum's Slow Liquidity Drain Scamscited by 0
  10. 2025Fishing for Phishers: Learning-Based Phishing Detection in Ethereum Transactionscited by 0
  11. 2026MELT: A Behavioral Trace Dataset for High-Risk Memecoin Launch Detectioncited by 0
  12. 2026Towards Event-Aware Forecasting in DeFi: Insights from On-chain Automated Market Maker Protocolscited by 0
3 more
  1. 2026Unlocking the Forecasting Economy: A Suite of Datasets for the Full Lifecycle of Prediction Market: [Experiments & Analysis]cited by 0
  2. 2026Discovering Persistent Behavioural Patterns for Interpretable Blockchain Forensicscited by 0
  3. 2026Your Agent Says Yes: Interpreting Adversarial Market Behavior Beyond Individual Transactionscited by 0