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I present a Variational Autoencoder (VAE) trained on collider physics data (specifically boosted $W$ jets), with reconstruction error given by an approximation to the Earth Movers Distance (EMD) between input and output jets.
Concerning nonnegative matrices and doubly stochastic matrices
Richard Sinkhorn and Paul Knopp · 1967
Earlier work this paper cites.
The invisible hand algorithm: Solving the assignment problem with statistical physics
J. Kosowsky and A. Yuille · 1994
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Earlier work this paper cites.
Adam: A method for stochastic optimization
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