Semi-Supervised Learning of Dynamical Systems with Neural Ordinary Differential Equations: A Teacher-Student Model Approach.
Yu WangYuxuan YinKarthik Somayaji Nanjangud SuryanarayanaJán DrgonaMalachi SchramMahantesh HalappanavarFrank LiuPeng LiPublished in: CoRR (2023)
Keyphrases
- semi supervised learning
- dynamical systems
- student model
- ordinary differential equations
- differential equations
- dynamic systems
- phase space
- semi supervised
- intelligent tutoring systems
- unlabeled data
- tutoring system
- labeled data
- learning styles
- unsupervised learning
- supervised learning
- linear systems
- numerical solution
- neural network
- state space
- learning process
- machine learning
- concept maps
- active learning
- training data
- prior knowledge
- mathematical models
- biologically inspired
- pairwise