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cs.LG2023★ 3 cited
PROSE: Predicting Operators and Symbolic Expressions using Multimodal Transformers
Yuxuan Liu, Zecheng Zhang, Hayden Schaeffer
Approximating nonlinear differential equations using a neural network provides a robust and efficient tool for various scientific computing tasks, including real-time predictions,…
cs.LG2022★ 9 cited
Random Feature Models for Learning Interacting Dynamical Systems
Yuxuan Liu, Scott G. McCalla, Hayden Schaeffer
Particle dynamics and multi-agent systems provide accurate dynamical models for studying and forecasting the behavior of complex interacting systems. They often take the form of a…