“Parallelizing MCMC Across the Sequence Length”: This one is really cool.

David Zoltowski, Skyler Wu, Xavier Gonzalez, Leo Kozachkov, and Scott Linderman write: We propose algorithms to evaluate MCMC samplers in parallel across the chain length. To do this, we build on recent methods for parallel evaluation of nonlinear recursions that …