arxivcs.LGcs.AI2026-07-01
LLM-Guided ODE Discovery and Parameter Inference from Small-Cohort Aggregate Data
Hanning Yang, Meropi Karakioulaki, Lennart Purucker, Tim Litwin, Cristina Has, Moritz Hess
Mechanistic modeling via ordinary differential equations (ODEs) provides interpretable descriptions of complex dynamics and enables inference of underlying mechanisms, which is particularly valuable in clinical settings. However, in rare diseases, both the structure and parameter…