Conditional Generative Models are Provably Robust: Pointwise Guarantees for Bayesian Inverse Problems.
Fabian AltekrügerPaul HagemannGabriele SteidlPublished in: Trans. Mach. Learn. Res. (2023)
Keyphrases
- generative model
- pointwise
- inverse problems
- probabilistic model
- mixture model
- weighted sum
- image reconstruction
- prior knowledge
- bayesian framework
- bayesian networks
- global optimization
- discriminative models
- em algorithm
- convex optimization
- semi supervised
- maximum likelihood
- optimization methods
- information retrieval
- optimization problems
- conditional probabilities
- roc curve
- confidence intervals
- denoising
- early vision
- image processing