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Author

Ke Wang

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2026

Semantic Isomorphism Attacks and Defense Evaluation for Jailbreaking Large Language Models

The safety alignment of large language models (LLMs) faces persistent challenges from jailbreak attacks. While existing methods mostly leverage prompt engineering or adversarial optimization, we identify and formalize an underexplored semantic isomorphism vulnerability where harmful and safe scenarios share highly cons...

Fan Yang, Ke Wang, Wenzhou Dou et al. · 0 citations
Aug 2026

Mol-ME: Enhancing Molecular Property Prediction via Multi-Modal Alignment Learning and Ensemble Methods.

A novel multimodal alignment framework for joint modeling of molecular graphs and sequences, called Mol-ME, which employs ensemble learning to predict on extracted representations, which captures complex nonlinear relationships and compensates for the modeling limitations of single shallow networks.

Bao-Ren Huang, Mu Chen, Jun-Jie Luo et al. · 0 citations

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