4 papers
Boundaries Program Deformation in Isolated Active Networks
Zixiang Lin, Shichen Liu, Shahriar Shadkhoo +9
Cellular structures must organize themselves within strict physical constraints, operating with finite resources and well-defined boundaries. Classical systems demonstrate only pas…
Oh SnapMMD! Forecasting Stochastic Dynamics Beyond the Schrödinger Bridge's End
Renato Berlinghieri, Yunyi Shen, Jialong Jiang +1
Scientists often want to make predictions beyond the observed time horizon of "snapshot" data following latent stochastic dynamics. For example, in time course single-cell mRNA pro…
Boosting Statistic Learning with Synthetic Data from Pretrained Large Models
Jialong Jiang, Wenkang Hu, Jian Huang +2
The rapid advancement of generative models, such as Stable Diffusion, raises a key question: how can synthetic data from these models enhance predictive modeling? While they can ge…
Therapeutic algebra of immunomodulatory drug responses at single-cell resolution
Jialong Jiang, Sisi Chen, Tiffany Tsou +10
Therapeutic modulation of immune states is central to the treatment of human disease. However, how drugs and drug combinations impact the diverse cell types in the human immune sys…