Coin Sampling

Using coins to make Bayesian inference learning-rate free

Blog post on Coin Sampling, a learning-rate-free approach to gradient-based Bayesian inference.

August 2024 · Louis Sharrock, Christopher Nemeth

Learning-Rate-Free Stochastic Optimization over Riemannian Manifolds

International Conference on Machine Learning (ICML)

July 2024 · Dan Dodd, Louis Sharrock, Christopher Nemeth

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

International Conference on Artificial Intelligence and Statistics (AISTATS)

April 2024 · Louis Sharrock, Daniel Dodd, Christopher Nemeth

Learning Rate Free Sampling in Constrained Domains

Neural Information Processing Systems (NeurIPS)

November 2023 · Louis Sharrock, Lester Mackey, Christopher Nemeth

Coin Sampling: Gradient-Based Bayesian Inference without Learning Rates

International Conference on Machine Learning (ICML)

July 2023 · Louis Sharrock, Christopher Nemeth