Tuning-Free Maximum Likelihood Training of Latent Variable Models via Coin Betting

Louis Sharrock, Daniel Dodd, Christopher Nemeth

We introduce two new particle-based algorithms for learning latent variable models via marginal maximum likelihood estimation, including one which is entirely tuning-free. Our meth…