BioScientist Agent: Designing LLM-Biomedical Agents with KG-Augmented RL Reasoning Modules for Drug Repurposing and Mechanistic of Action Elucidation
Fan Zhang, Yalong Zhao, Weihan Zhang, Lipeng Lai
The paper introduces BioScientist Agent, a framework combining a biomedical knowledge graph, variational graph auto-encoder, reinforcement learning, and LLMs to improve drug repurposing and mechanistic reasoning.
bioRxiv · Aug 8, 2025 · PreprintBioinformatics