DevelopmentODE: Structured Neural ODEs for Early Brain Development Dynamics Across a Decade
A structured continuous-time framework that organizes population- and subject-specific variation within a shared developmental geometry while allowing the governing dynamics to evolve with age is proposed, which consistently outperforms competing baselines across short- and long-horizon predictions.