Author

J. Chok

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Review Aug 2026

From Continuous Dynamics to Practical Gradient-Based Samplers

Gradient-based Markov chain Monte Carlo methods are often introduced as a catalog of algorithms: Hamiltonian Monte Carlo (HMC), the Metropolis-adjusted Langevin algorithm (MALA), the No-U-Turn Sampler (NUTS), and several underdamped variants. This presentation obscures the common structure of the methods and, more impo...

J. Chok · 0 citations