{"id":122,"date":"2026-03-07T13:34:32","date_gmt":"2026-03-07T13:34:32","guid":{"rendered":"https:\/\/vaisr.ir\/?p=122"},"modified":"2026-03-07T13:34:34","modified_gmt":"2026-03-07T13:34:34","slug":"new-academic-paper-tm-rugpull-a-temporally-sound-multimodal-dataset-for-early-detection-of-rug-pulls-across-the-tokenized-ecosystem","status":"publish","type":"post","link":"https:\/\/vaisr.ir\/?p=122","title":{"rendered":"New Academic Paper: TM-RUGPULL: A TEMPORALLY SOUND, MULTIMODAL DATASET FOR EARLY DETECTION OF RUG PULLS ACROSS THE TOKENIZED ECOSYSTEM"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Our new academic Paper<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Title: TM-RUGPULL: A TEMPORALLY SOUND, MULTIMODAL<br>DATASET FOR EARLY DETECTION OF RUG PULLS ACROSS THE<br>TOKENIZED ECOSYSTEM<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Abstract: Rug-pull attacks pose a systemic threat across the blockchain ecosystem, yet research into early<br>detection is hindered by the lack of scientific-grade datasets. Existing resources often suffer from<br>temporal data leakage, narrow modality, and ambiguous labeling\u2014particularly outside DeFi contexts.<br>To address these limitations, we present TM-RugPull , a rigorously curated, leakage-resistant<br>dataset of 1,028 token projects spanning DeFi, meme coins, NFTs, and celebrity-themed tokens.<br>RugPull enforces strict temporal hygiene by extracting all features\u2014on-chain behavior, smart contract<br>metadata, and OSINT signals\u2014strictly from the first half of each project\u2019s lifespan. Labels are<br>grounded in forensic reports and longevity criteria, verified through multi-expert consensus. This<br>dataset enables causally valid, multimodal analysis of rug-pull dynamics and establishes a new<br>benchmark for reproducible fraud detection research.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Full Paper: <a href=\"https:\/\/arxiv.org\/pdf\/2602.21529\" title=\"Link\">Link<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Our new academic Paper Title: TM-RUGPULL: A TEMPORALLY SOUND, MULTIMODALDATASET FOR EARLY DETECTION OF RUG PULLS ACROSS THETOKENIZED ECOSYSTEM Abstract: Rug-pull attacks pose a systemic threat across the blockchain ecosystem, yet research into earlydetection is hindered by the lack of scientific-grade datasets. Existing resources often suffer fromtemporal data leakage, narrow modality, and ambiguous labeling\u2014particularly outside [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-122","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/vaisr.ir\/index.php?rest_route=\/wp\/v2\/posts\/122","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vaisr.ir\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vaisr.ir\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vaisr.ir\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/vaisr.ir\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=122"}],"version-history":[{"count":1,"href":"https:\/\/vaisr.ir\/index.php?rest_route=\/wp\/v2\/posts\/122\/revisions"}],"predecessor-version":[{"id":123,"href":"https:\/\/vaisr.ir\/index.php?rest_route=\/wp\/v2\/posts\/122\/revisions\/123"}],"wp:attachment":[{"href":"https:\/\/vaisr.ir\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=122"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vaisr.ir\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=122"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vaisr.ir\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=122"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}