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ENTROPY-REGULARIZED OPTIMAL TRANSPORT GENERATIVE MODELS

Abstract: 

We investigate the use of entropy-regularized optimal transport (EOT) cost in developing generative models to learn implicit distributions. Two generative models are proposed. One uses EOT cost directly in an one-shot optimization problem and the other uses EOT cost iteratively in an adversarial game. The proposed generative models show improved performance over contemporary models on scores of sample based test.

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1 user has voted: Dong Liu

Paper Details

Authors:
Minh Thành Vu, Saikat Chatterjee, Lars K. Rasmussen
Submitted On:
8 May 2019 - 4:10am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Dong Liu
Paper Code:
3407
Document Year:
2019
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Document Files

poster.pdf

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[1] Minh Thành Vu, Saikat Chatterjee, Lars K. Rasmussen, "ENTROPY-REGULARIZED OPTIMAL TRANSPORT GENERATIVE MODELS", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4040. Accessed: Nov. 15, 2019.
@article{4040-19,
url = {http://sigport.org/4040},
author = {Minh Thành Vu; Saikat Chatterjee; Lars K. Rasmussen },
publisher = {IEEE SigPort},
title = {ENTROPY-REGULARIZED OPTIMAL TRANSPORT GENERATIVE MODELS},
year = {2019} }
TY - EJOUR
T1 - ENTROPY-REGULARIZED OPTIMAL TRANSPORT GENERATIVE MODELS
AU - Minh Thành Vu; Saikat Chatterjee; Lars K. Rasmussen
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4040
ER -
Minh Thành Vu, Saikat Chatterjee, Lars K. Rasmussen. (2019). ENTROPY-REGULARIZED OPTIMAL TRANSPORT GENERATIVE MODELS. IEEE SigPort. http://sigport.org/4040
Minh Thành Vu, Saikat Chatterjee, Lars K. Rasmussen, 2019. ENTROPY-REGULARIZED OPTIMAL TRANSPORT GENERATIVE MODELS. Available at: http://sigport.org/4040.
Minh Thành Vu, Saikat Chatterjee, Lars K. Rasmussen. (2019). "ENTROPY-REGULARIZED OPTIMAL TRANSPORT GENERATIVE MODELS." Web.
1. Minh Thành Vu, Saikat Chatterjee, Lars K. Rasmussen. ENTROPY-REGULARIZED OPTIMAL TRANSPORT GENERATIVE MODELS [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4040