4 papers
GenAI-Net: A Generative AI Framework for Automated Biomolecular Network Design
Maurice Filo, Nicolò Rossi, Zhou Fang +1
Biomolecular networks underpin emerging technologies in synthetic biology-from robust biomanufacturing and metabolic engineering to smart therapeutics and cell-based diagnostics-an…
Interpretable Neural Approximation of Stochastic Reaction Dynamics with Guaranteed Reliability
Quentin Badolle, Arthur Theuer, Zhou Fang +2
Stochastic Reaction Networks (SRNs) are a fundamental modeling framework for systems ranging from chemical kinetics and epidemiology to ecological and synthetic biological processe…
Biomolecular LQR under Partial Observation
Xiaoyu Zhang, Zhou Fang
This paper introduces a biomolecular Linear Quadratic Regulator (LQR) to investigate the design principles of gene regulatory networks. We show that for fundamental gene regulation…
Fixed-budget simulation method for growing cell populations
Shaoqing Chen, Zhou Fang, Zheng Hu +1
Investigating the dynamics of growing cell populations is crucial for unraveling key biological mechanisms in living organisms, with many important applications in therapeutics and…