On the Asymptotic Mean Square Error Optimality of Diffusion Probabilistic Models.
Benedikt FeslBenedikt BöckFlorian StrasserMichael BaurMichael JohamWolfgang UtschickPublished in: CoRR (2024)
Keyphrases
- probabilistic model
- asymptotic optimality
- graphical models
- latent variables
- diffusion process
- generative model
- anisotropic diffusion
- bayesian inference
- asymptotically optimal
- optimal solution
- probabilistic modeling
- bayesian networks
- diffusion model
- expectation maximization
- language model
- conditional random fields
- worst case
- lower bound
- prediction error
- integer linear programming formulation
- neural network
- expected values
- laplace transform
- signal to noise ratio
- marginal likelihood
- diffusion equation
- edge detection
- information diffusion
- information retrieval systems
- hidden variables