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Training Deep Energy-Based Models with f-Divergence Minimization

Training Deep Energy-Based Models with f-Divergence Minimization

6 March 2020
Lantao Yu
Yang Song
Jiaming Song
Stefano Ermon
ArXivPDFHTML

Papers citing "Training Deep Energy-Based Models with f-Divergence Minimization"

9 / 9 papers shown
Title
Entropy-driven Unsupervised Keypoint Representation Learning in Videos
Entropy-driven Unsupervised Keypoint Representation Learning in Videos
A. Younes
Simone Schaub-Meyer
Georgia Chalvatzaki
SSL
29
0
0
30 Sep 2022
Deep Generative Modelling: A Comparative Review of VAEs, GANs,
  Normalizing Flows, Energy-Based and Autoregressive Models
Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models
Sam Bond-Taylor
Adam Leach
Yang Long
Chris G. Willcocks
VLM
TPM
36
478
0
08 Mar 2021
EBMs Trained with Maximum Likelihood are Generator Models Trained with a
  Self-adverserial Loss
EBMs Trained with Maximum Likelihood are Generator Models Trained with a Self-adverserial Loss
Zhisheng Xiao
Qing Yan
Y. Amit
29
2
0
23 Feb 2021
How to Train Your Energy-Based Models
How to Train Your Energy-Based Models
Yang Song
Diederik P. Kingma
DiffM
24
241
0
09 Jan 2021
Improved Contrastive Divergence Training of Energy Based Models
Improved Contrastive Divergence Training of Energy Based Models
Yilun Du
Shuang Li
J. Tenenbaum
Igor Mordatch
27
138
0
02 Dec 2020
A Neural Network MCMC sampler that maximizes Proposal Entropy
A Neural Network MCMC sampler that maximizes Proposal Entropy
Zengyi Li
Yubei Chen
Friedrich T. Sommer
25
14
0
07 Oct 2020
$f$-GAIL: Learning $f$-Divergence for Generative Adversarial Imitation
  Learning
fff-GAIL: Learning fff-Divergence for Generative Adversarial Imitation Learning
Xin Zhang
Yanhua Li
Ziming Zhang
Zhi-Li Zhang
19
31
0
02 Oct 2020
Conditional Image Synthesis With Auxiliary Classifier GANs
Conditional Image Synthesis With Auxiliary Classifier GANs
Augustus Odena
C. Olah
Jonathon Shlens
GAN
238
3,190
0
30 Oct 2016
Pixel Recurrent Neural Networks
Pixel Recurrent Neural Networks
Aaron van den Oord
Nal Kalchbrenner
Koray Kavukcuoglu
SSeg
GAN
233
2,545
0
25 Jan 2016
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