Author

Yanqing Guo

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Book Open access Aug 2026

Natural Language-Powered Functional Protein Sequence and Structure Co-Design with Multi-Modal Knowledge Fusion

This work proposes a Protein sequence–structure–function Consistency Design model empowered by Natural Language function description, dubbed ProtcdNl, which expands the protein design space and ensures alignment with function-aware framework, achieving the design of novel, diverse proteins with high functional fidelity...

Ming Yang, Xin Zheng, Yi Li et al. · Proceedings of the 32nd ACM... · 0 citations

Conference Open access Sep 2026

Test-Time Adaptation for Graph Learning: A Systematic Survey

Graph distribution shifts between training and test graphs pose severe challenges to the generalization of graph neural networks (GNNs). In real-world deployment, application environments are continuously evolving, while retraining or redesigning GNNs is often costly and impractical. In light of this, test-time adaptat...

Jiayi Chen, Xin Zheng, Bo Li et al. · Proceedings of the Thirty-Fi... · 3 citations