Ziyuan Yang

From Cellular Responses to Pharmacological Domains: Multimodal Zero-Shot Drug Representation Learning

PMRD separates mechanism-consistent factors from modality-specific information and constructs a consensus response domain across three modalities and combines complementary representations through reliability-aware multiview retrieval and supports PMRD as an effective framework for mechanism-aware multimodal drug representation learning.