Positive Curvature and Hamiltonian Monte Carlo

Christof Seiler, Simon Rubinstein-Salzedo, Susan Holmes

Neural Information Processing Systems 

The Jacobi metric introduced in mathematical physics can be used to analyze Hamiltonian Monte Carlo (HMC).