Gradient boosting models flag TON DEX rug pulls with AUC up to 0.891 using five-minute trading features, but the idle-based definition's high recall is inflated because its one-hour label window overlaps the feature window.
Kalacheva, et al., Detecting rug pulls in decen- tralized exchanges: The rise of meme coins, SSRN18 pages, posted: 4 Dec 2024, date written: 9 Oct 2024 (October 2024)
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Detecting Rug Pulls in Decentralized Exchanges: Machine Learning Evidence from the TON Blockchain
Gradient boosting models flag TON DEX rug pulls with AUC up to 0.891 using five-minute trading features, but the idle-based definition's high recall is inflated because its one-hour label window overlaps the feature window.