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#artificial intelligence Preprint Oct 2026

Beyond Copying: Lifelong Smart Contract Security Task Construction via Protocol Mutation

AI agents can inspect code and run tests to support smart contract security. SlowMist reports about $38.6 billion in losses across the broader blockchain ecosystem. Existing evaluations can reward memorized or copied answers, including attack code recovered from public blockchain transactions. Reconstructing contracts...

Zi-Fan Peng, Peng Huang, Jing-Yi Zheng et al. · 0 citations
Preprint Aug 2026

TransMeme: A Multi-Agent Framework for Cross-Cultural Meme Transcreation

Internet memes are a pervasive form of multimodal online communication; however, such communication often involves users from diverse linguistic and cultural backgrounds. Therefore, adapting memes across cultures and languages is a central challenge for enabling mutual understanding in online communication. Unlike ordi...

Jingyi Zheng, Yu-Le Liu, Zi-Fan Peng et al. · 0 citations

When New Generators Arrive: Lifelong Machine-Generated Text Attribution via Ridge Feature Transfer

RidgeFT is proposed, a lightweight analytic update framework that does not rely on exemplar replay and achieves the best overall macro-F1 across domains, backbones, and incremental protocols, while also improving both old-class retention and new-class adaptation.

Zhen Sun, Yifan Liao, Zhicong Huang et al. · 3 citations

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