Implicit Gaussian process representation of vector fields over arbitrary latent manifolds.
Robert L. PeachMatteo Vinao-CarlNir GrossmanMichael DavidEmma MallasDavid J. SharpParesh A. MalhotraPierre VandergheynstAdam GosztolaiPublished in: ICLR (2024)
Keyphrases
- gaussian process
- latent space
- vector field
- latent variables
- gaussian processes
- regression model
- bayesian framework
- gaussian process regression
- semi supervised
- low dimensional
- differential operators
- lie group
- approximate inference
- model selection
- hyperparameters
- gaussian process models
- manifold learning
- probabilistic model
- optical flow
- velocity field
- generative model
- flow field
- dimensionality reduction
- prior knowledge
- image sequences
- cross validation
- high dimensional
- feature space
- support vector
- multiscale