Closed-Form Bounds for DP-SGD against Record-level Inference.
Giovanni CherubinBoris KöpfAndrew PaverdShruti TopleLukas WutschitzSantiago Zanella BéguelinPublished in: CoRR (2024)
Keyphrases
- closed form
- closed form expressions
- variational inference
- hyperparameters
- dynamic programming
- iterative procedure
- closed form solutions
- upper bound
- lower bound
- partition function
- point correspondences
- bayesian networks
- probabilistic inference
- bayesian inference
- belief networks
- upper and lower bounds
- exponential family
- monte carlo
- parameter estimation
- multiresolution