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In this technical report we describe some properties of f-divergences and f-GAN training.
A general class of coefficients of divergence of one distribution from another
S. M. Ali and S. D. Silvey · 1966
Earlier work this paper cites.
Information-type measures of difference of probability distributions and indirect observation
I. Csiszár · 1967
Earlier work this paper cites.
On the convexity of some divergence measures based on entropy functions
J. Burbea and C. Rao · 1982
Earlier work this paper cites.
Divergence measures based on the Shannon entropy
J. Lin · 1991
Earlier work this paper cites.
Some inequalities for information divergence and related measures of discrimination
F. Topsoe · 2000
Earlier work this paper cites.
A new metric for probability distributions
D. M. Endres and J. E. Schindelin · 2003
Earlier work this paper cites.
A new class of metric divergences on probability spaces and its applicability in statistics
F. Österreicher and I. Vajda · 2003
Earlier work this paper cites.
On metric divergences of probability measures
I. Vajda · 2009
Cited alongside, same era.
Estimating divergence functionals and the likelihood ratio by convex risk minimization
X. Nguyen, M. J. Wainwright, and M. I. Jordan · 2010
Cited alongside, same era.
f-GAN: Training generative neural samplers using variational divergence minimization
S. Nowozin, B. Cseke, and R. Tomioka · 2016
Cited alongside, same era.
Improved generator objectives for GANs
B. Poole, A. A. Alemi, J. Sohl-Dickstein, and A. Angelova · 2016
Cited alongside, same era.
Wasserstein generative adversarial networks
M. Arjovsky, S. Chintala, and L. Bottou · 2017
Cited alongside, same era.
Improved training of Wasserstein GANs
I. Gulrajani, F. Ahmed, M. Arjovsky, V. Dumoulin, and A. C. Courville · 2017
Cited alongside, same era.
Gradient descent GAN optimization is locally stable
V. Nagarajan and J. Z. Kolter · 2017
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The mechanics of n-player differentiable games
D. Balduzzi, S. Racaniere, J. Martens, J. Foerster, K. Tuyls, and T. Graepel · 2018
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Progressive growing of GANs for improved quality, stability, and variation
T. Karras, T. Aila, S. Laine, and J. Lehtinen · 2018
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Which training methods for GANs do actually converge?
L. Mescheder, A. Geiger, and S. Nowozin · 2018
Later among the works it cites.
A style-based generator architecture for generative adversarial networks
T. Karras, S. Laine, and T. Aila · 2019
Later among the works it cites.
Training GANs with centripetal acceleration
W. Peng, Y. Dai, H. Zhang, and L. Cheng · 2019
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The numerics of GANs
L. Mescheder, S. Nowozin, and A. Geiger · 2017
Cited alongside, same era.
Later among the works it cites.
The divergences minimized by non-saturating GAN training
M. Shannon, S. Mariooryad, B. Poole, T. Bagby, E. Battenberg, D. Kao, D. Stanton, and R. Skerry-Ryan · 2020
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