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Benedict Leimkuhler

Unbiased Kinetic Langevin Monte Carlo with Inexact Gradients

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Nov 08, 2023
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Multirate Training of Neural Networks

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Jun 20, 2021
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Better Training using Weight-Constrained Stochastic Dynamics

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Jun 20, 2021
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Constraint-Based Regularization of Neural Networks

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Jun 17, 2020
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Partitioned integrators for thermodynamic parameterization of neural networks

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Aug 30, 2019
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TATi-Thermodynamic Analytics ToolkIt: TensorFlow-based software for posterior sampling in machine learning applications

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Mar 20, 2019
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Ensemble preconditioning for Markov chain Monte Carlo simulation

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Jul 13, 2016
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Covariance-Controlled Adaptive Langevin Thermostat for Large-Scale Bayesian Sampling

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Oct 29, 2015
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