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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Ting Li

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Review Open access 2026

The evolution of computation-driven paradigms in targeted peptide drug design: From predictive modeling to generative AI and clinical translation

A strategic roadmap for seamlessly integrating generative AI with physics-based validation with physics-based validation is provided, thereby accelerating the transition of computationally designed peptides from in silico blueprints to viable clinical candidates.

Wenjing Hu, Yuantao Sun, Ting Li et al. · 2 citations
#machine learning Preprint Jul 2026

CHM-Net: Center Heatmap-driven Macro-Micro Modeling Network for MRI-based Microbial Density Stratification

This work investigates MRI-based Microbial Density Stratification as a patient-level representation learning task, and Center Heatmap-driven Macro-micro modeling Network (CHM-Net) is introduced for this task, establishing the link between imaging phenotypes and microbial states through center heatmap-guided small-lesion response localization.

Jiaming Liang, Hao Chen, Ting Li et al. · 0 citations