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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,657 papers · 148 categories

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← all fields·2 papers on “hamiltonian monte carlo” in Statistical ML · 1 week

Delocalization of bias in unadjusted Hamiltonian Monte Carlo and underdamped Langevinstat.CO

New method controls bias in unadjusted Hamiltonian Monte Carlo and underdamped Langevin.

problem Bias in unadjusted Hamiltonian Monte Carlo and underdamped Langevin samplers.

method Delocalization of bias technique applied to these samplers.

result Control

W_2

bias with

O(\sqrt{K})

integration steps for high-dimensional distributions.

bias Hamiltonian Monte Carlo underdamped Langevin delocalization integration steps

2026-07-16abs ↗pdf ↗

Tamed Stochastic Gradient Hamiltonian Monte Carlomath.OC

A new tamed stochastic gradient Hamiltonian Monte Carlo algorithm for superlinearly growing stochastic gradients.

problem Sampling and stochastic optimization problems with superlinearly growing stochastic gradients.

method Tamed Stochastic Gradient Hamiltonian Monte Carlo (tSGHMC) algorithm.

result Established a non-asymptotic error bound in Wasserstein-2 distance with a convergence rate of

1/4

tamed stochastic gradient Hamiltonian Monte Carlo superlinearly growing gradients Wasserstein-2 distance stochastic optimization

2026-07-16abs ↗pdf ↗