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Jonathan Weare

2 papers indexed

arxivphysics.chem-phcond-mat.stat-mechcs.LGphysics.comp-phquant-ph2026-07-22

Nuclear Quantum Effects as a Denoising Problem

Weizhou Wang, Jonathan Weare, Aaron R. Dinner

Nuclear quantum effects are rigorously captured by imaginary-time path integrals, which map the quantum Boltzmann distribution onto a ring polymer of classical replicas. Yet the nuclear masses, the coupling to the environment, and the boundary conditions of the path remain hard-w…

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arxivstat.COcs.LGmath.PRstat.ML2026-07-16

Delocalization of bias in unadjusted Hamiltonian Monte Carlo and underdamped Langevin

Yifan Chen, Xiaoou Cheng, Jonathan Niles-Weed, Jonathan Weare

Unadjusted samplers such as unadjusted Hamiltonian Monte Carlo and underdamped Langevin are well-known to be biased. Metropolis--Hastings adjustment has been conventionally incorporated into Hamiltonian Monte Carlo to eliminate the bias. However, this adjustment can significantly…

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