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07/13/2020
Bridging Maximum Likelihood and Adversarial Learning via α-Divergence
Maximum likelihood (ML) and adversarial learning are two popular approac...
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06/22/2020
CLUB: A Contrastive Log-ratio Upper Bound of Mutual Information
Mutual information (MI) minimization has gained considerable interests i...
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04/30/2020
APo-VAE: Text Generation in Hyperbolic Space
Natural language often exhibits inherent hierarchical structure ingraine...
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09/11/2019
Contrastively Smoothed Class Alignment for Unsupervised Domain Adaptation
Recent unsupervised approaches to domain adaptation primarily focus on m...
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06/05/2019
Adaptation Across Extreme Variations using Unlabeled Domain Bridges
We tackle an unsupervised domain adaptation problem for which the domain...
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09/17/2018
Adversarial Text Generation via Feature-Mover's Distance
Generative adversarial networks (GANs) have achieved significant success...
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06/08/2018
JointGAN: Multi-Domain Joint Distribution Learning with Generative Adversarial Nets
A new generative adversarial network is developed for joint distribution...
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09/06/2017