Semi-supervised Learning of Dynamical Systems with Neural Ordinary Differential Equations: A Teacher-Student Model Approach.
Yu WangYuxuan YinKarthik Somayaji N. S.Ján DrgonaMalachi SchramMahantesh HalappanavarFrank LiuPeng LiPublished in: AAAI (2024)
Keyphrases
- semi supervised learning
- dynamical systems
- student model
- ordinary differential equations
- differential equations
- dynamic systems
- phase space
- semi supervised
- intelligent tutoring systems
- learning styles
- unlabeled data
- labeled data
- tutoring system
- unsupervised learning
- numerical solution
- learning process
- active learning
- supervised learning
- neural network
- linear systems
- state space
- machine learning
- concept maps
- training data
- mathematical models
- image processing
- transfer learning
- prior knowledge
- partial differential equations
- biologically inspired
- multiscale
- computer vision
- learning algorithm
- information extraction