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A related recent pre-print by Samuel and co-authors has theoretical backing for the empirical observation that BPS can be superior to multinomial selection rule: arxiv.org/abs/2603.18640.
5d
The No-U-Turn Sampler (NUTS) is the computational workhorse of modern Bayesian software libraries, yet its qualitative and quantitative convergence guarantees were established only recently. A signifi...
arxiv.org
A Theoretical Comparison of No-U-Turn Sampler Variants: Necessary and Sufficient Convergence Conditions and Mixing Time Analysis under Gaussian Targets
Matti Vihola