gaussian_example

Sampling Trajectories of USBMs and CSBMs on a Gaussian

This folder contains the code implementation of the experiment presented in Section 3.1 of the paper On Investigating the Conservative Property of Score-Based Generative Models.

Usage

Generate Sampling Trajectories using USBMs and CSBMs

• Generate sampling trajectories using a constrained score-based model (CSBM)

python3 main.py --workdir csbm_traj --config configs/gaussian_config.py --type csbm --deterministic --seed 0

• Generate sampling trajectories using an unconstrained score-based model (USBM)

python3 main.py --workdir usbm_traj --config configs/gaussian_config.py --type usbm --deterministic --seed 0