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A Conceptual Introduction to Hamiltonian Monte Carlo (2017) https://arxiv.org/abs/1701.02434

Good paper indeed. And here's a nice blog post with nice visualizations for MCMC and Hamiltonian MC.

Especially the figures do such a great job of illustrating and clarifying the subject. Wonderful paper!