Author

Min-Feng Qi

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Preprint Oct 2026

MARCO: The Radioactive Watermark for Protein Generative Models

Protein Generative Models (PGMs) have revolutionized structural biology by enabling the design of complex 3D protein structures from sequence data. However, this breakthrough introduces a dual-use challenge, exposing high-value PGMs to economic risks like unauthorized model extraction and biosecurity threats such as bi...

Hua-Jie Chen, Xin Guo, Yuchen Shi et al. · 0 citations

Preprint Sep 2026

Detecting Logic Vulnerabilities Across the Contract and Device Layers of Blockchain-Enabled IoT With Multi-Agent Heterogeneous Graph Attention

MA-HGAT is extended into a cross-layer multi-agent heterogeneous graph attention framework that models contracts, firmware artifacts, device fleets, and transaction streams with a unified four-role, nine-relation schema and provides a unified and deployable framework for detecting logic vulnerabilities across the contr...

Min-Feng Qi, Jia-Lin Li, Tian-Qing Zhu et al. · 0 citations