Bayesian Online learning in Non-stationary Environments (BONE) by Duran-Martin et al., 2025

In our sceond meeting, we covered BONE, a unifying framework for online Bayesian learning when the environment is changing.

• Paper: https://openreview.net/forum?id=osesw2V10u
• Slides: https://grdm.io/posts/bone-slides/
• Presenter: Gerardo Duran-Martin (the first author)

We started by introducing the RL Debate Series, then proceeded to discuss BONE.

Many thanks to Gerardo for a very clear presentation. BONE is a dense paper, but Gerardo’s amazing presentation makes is easy to understand the main ideas.

Watch the full meeting here: