Kyurae Kim

On the Convergence of Black-Box Variational Inference

2023 · arXiv (Cornell University)

We provide the first convergence guarantee for full black-box variational inference (BBVI), also known as Monte Carlo variational inference. While preliminary investigations worked on simplified versions of BBVI (e.g., bounded domain, bounded support, only optimizing …