Shiying Zeng

UniDrug-LLM: A Reliability-Aware Multimodal LLM-based Framework for Drug Discovery.

This work establishes a principled paradigm shift toward reliability-aware multi-modal learning for drug discovery by performing integrated representation learning across multiple modalities, and proposes Cross-Modal Subspace Alignment (CMSA), which treats incomplete knowledge graphs as recoverable signals, synthesizin...