2 papers
q-bio.QM2026
MDAgent: A Multi-Agent Framework for End-to-End Molecular Dynamics Research
Zhenyu Ma, Chunyi Yang, Yuyang Song +5
Molecular dynamics (MD) simulation is a powerful tool for studying biomolecular structural changes, molecular recognition, transmembrane transport, and functional mechanisms. Howev…
cs.AI2026
Transferable Expertise for Autonomous Agents via Real-World Case-Based Learning
Zhenyu Ma, Yuyang Song, Chunyi Yang +3
LLM-based autonomous agents perform well on general reasoning tasks but still struggle to reliably use task structure, key constraints, and prior experience in complex real-world s…