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Heng Rao

2 accepted papers

2026

A Regime-Aware Trajectory Prediction Framework for 1000+ Systems Biology Models

ICML 2026poster

Predicting long-horizon trajectories of biological dynamical systems remains challenging due to substantial system heterogeneity. Most existing machine learning approaches are system-specific, requiring retraining for each new system and exhibiting limited generalization across distinct biological r…

Cited by 0SourceScholar
2025

Hierarchical Gradient-Based Genetic Sampling for Accurate Prediction of Biological Oscillations

AAAI 2025technical

Biological oscillations are periodic changes in various signaling processes crucial for the proper functioning of living organisms. These oscillations are modeled by ordinary differential equations, with coefficient variations leading to diverse periodic behaviors, typically measured by oscillatory…

Cited by 0SourcePDFScholar