4 papers · 1 filter
Emergent and Frozen SCFTs from Gauge Theory
Hongliang Jiang
Four-dimensional superconformal field theories (SCFTs) are an exotic class of quantum field theories that admit no conventional Lagrangian description. In this Lett…
Intracellular Measurement-Informed Multiscale Modeling for Scalable iPSC Manufacturing
Fuqiang Cheng, Zahra Foroozan Jahromi, Keqi Wang +10
Scalable manufacturing of human induced pluripotent stem cells (iPSCs) is essential for industrial-scale production of cell therapies and regenerative medicines. However, the 3D ag…
A Modular Mechanistic In Silico Model for In Vitro Transcription Process Yield and Product Quality Prediction
Keqi Wang, Keilung Choy, Eli Reiser +10
In vitro transcription (IVT) plays a critical role in the manufacture of mRNA vaccines and therapeutics. Optimizing mRNA yield and ensuring product quality, such as capping efficie…
Variance Reduction Based Experience Replay for Policy Optimization
Hua Zheng, Wei Xie, M. Ben Feng +1
Effective reinforcement learning (RL) for complex stochastic systems requires leveraging historical data to improve sample efficiency and accelerate policy optimization. However, c…