From the 1 of 5 linked papers with an AI index.
5 papers
EHR-MPC: Inference-Time Control for Sepsis Treatment with Generative Patient Digital Twins
Joshua Pickard, Wei Qi, Na Li +4
The paper introduces EHR-MPC, a framework that learns a generative digital twin of patient electronic health records and uses model predictive control at inference time to plan sep…
Data-Driven Tensor Decomposition Identification of Homogeneous Polynomial Dynamical Systems
Xin Mao, Joshua Pickard, Can Chen
Homogeneous polynomial dynamical systems (HPDSs), which can be equivalently represented by tensors, are essential for modeling higher-order networked systems, including ecological…
Structural Controllability of Large-Scale Hypergraphs
Joshua Pickard, Xin Mao, Can Chen
Controlling real-world networked systems, including ecological, biomedical, and engineered networks that exhibit higher-order interactions, remains challenging due to inherent nonl…
HIF: The hypergraph interchange format for higher-order networks
MartÃn Coll, Cliff A. Joslyn, Nicholas W. Landry +5
Many empirical systems contain complex interactions of arbitrary size, representing, for example, chemical reactions, social groups, co-authorship relationships, and ecological dep…
Language Model Powered Digital Biology with BRAD
Joshua Pickard, Ram Prakash, Marc Andrew Choi +6
Recent advancements in Large Language Models (LLMs) are transforming biology, computer science, engineering, and every day life. However, integrating the wide array of computationa…