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Normalizing flows for atomic solids



Peter Wirnsberger , George Papamakarios , Borja Ibarz , Sébastien Racanière , Andrew J. Ballard , Alexander Pritzel , Charles Blundell

* 12 pages, 8 figures 

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SyMetric: Measuring the Quality of Learnt Hamiltonian Dynamics Inferred from Vision



Irina Higgins , Peter Wirnsberger , Andrew Jaegle , Aleksandar Botev


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Which priors matter? Benchmarking models for learning latent dynamics



Aleksandar Botev , Andrew Jaegle , Peter Wirnsberger , Daniel Hennes , Irina Higgins


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Targeted free energy estimation via learned mappings



Peter Wirnsberger , Andrew J. Ballard , George Papamakarios , Stuart Abercrombie , Sébastien Racanière , Alexander Pritzel , Danilo Jimenez Rezende , Charles Blundell

* 10 pages, 5 figures 

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