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Author

Jingyi Zheng

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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
#natural language process... Preprint Dec 2025

TxSum: User-Centered Ethereum Transaction Understanding with Micro-Level Semantic Grounding

TxSum is formulated, a new domain-grounded NLP task for DeFi transaction explanation, and MATEX, a grounded multi-agent framework for high-stakes transaction explanation is introduced, which achieves the strongest overall explanation quality.

Zifan Peng, Jingyi Zheng, Yule Liu et al. · 1 citation

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