This repository implements the experiments from
D. Manousakas, Z. Xu, C. Mascolo, T. Campbell. "Bayesian Pseudocoresets," Advances in Neural Information Processing Systems, 2020.
- Clone and install the Bayesian coresets library repository
- In each
example_*folder in this repo, run therun.shscript to perform the experiment - In each
example_*folder in this repo, run theplot_*.shscript to plot the results
Note: Adapt the num_processes parameters inside the main.py file of each experiment according to your computational resources. This is used to parallelize the (DP-)PSVI experiment across the considered coreset sizes.