Search Results - "Baldock, Robert J. N"
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Exploiting molecular dynamics in Nested Sampling simulations of small peptides
Published in Computer physics communications (01-04-2016)“…Nested Sampling (NS) is a parameter space sampling algorithm which can be used for sampling the equilibrium thermodynamics of atomistic systems. NS has…”
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Constant-pressure nested sampling with atomistic dynamics
Published 16-11-2017“…Phys. Rev. E 96, 043311 (2017) The nested sampling algorithm has been shown to be a general method for calculating the pressure-temperature-composition phase…”
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Determining pressure-temperature phase diagrams of materials
Published 18-05-2016“…Phys. Rev. B 93, 174108 (2016) We extend the nested sampling algorithm to simulate materials under periodic boundary and constant pressure conditions, and show…”
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Deep Learning Through the Lens of Example Difficulty
Published 17-06-2021“…Existing work on understanding deep learning often employs measures that compress all data-dependent information into a few numbers. In this work, we adopt a…”
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Bayesian Neural Networks at Finite Temperature
Published 08-04-2019“…We recapitulate the Bayesian formulation of neural network based classifiers and show that, while sampling from the posterior does indeed lead to better…”
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What Do Neural Networks Learn When Trained With Random Labels?
Published 18-06-2020“…We study deep neural networks (DNNs) trained on natural image data with entirely random labels. Despite its popularity in the literature, where it is often…”
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