18. MASKGANの構成
I live __ Tokyo I
live
live Tokyo
<EOS>Tokyo
I live in Tokyo
D1 D2 D3 D4
Generator
Discriminator
Critic
I live Tokyo I live Tokyo
V1 V2 V3 V4
I live Tokyo I live Tokyo
30. 参考文献
William Fedus, Ian Goodfellow and Andrew M. Dai; MaskGAN: Better Text Generation via Filling in the______, https://arxiv.org/abs/1801.07736
Ilya Sutskever, Oriol Vinyals, Quoc V. Le, Sequence to Sequence Learning with Neural Networks, https://arxiv.org/abs/1409.3215
Minh-Thang Luong, Hieu Pham, Christopher D. Manning, Effective Approaches to Attention-based Neural Machine Translation,
https://arxiv.org/abs/1508.04025
Ramesh Nallapati, Bowen Zhou, Cicero Nogueira dos santos, Caglar Gulcehre, Bing Xiang, Abstractive Text Summarization Using Sequence-to-Sequence RNNs
and Beyond, https://arxiv.org/abs/1602.06023
Samy Bengio, Oriol Vinyals, Navdeep Jaitly, Noam Shazeer , Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks,
https://arxiv.org/abs/1506.03099
Samuel R Bowman, Luke Vilnis, Oriol Vinyals, Andrew M Dai, Rafal Jozefowicz, and Samy Bengio; Generating sentences from a continuous space,
https://arxiv.org/abs/1511.06349
Lantao Yu† , Weinan Zhang†∗, Jun Wang‡ , Yong Yu†, SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient, https://arxiv.org/pdf/1609.05473.pdf
Alex Lamb, Anirudh Goyal, Ying Zhang, Saizheng Zhang, Aaron Courville, and Yoshua Bengio. Professor forcing: A new algorithm for training recurrent networks,
https://arxiv.org/pdf/1801.07736.pdf
Tong Che * 1 Yanran Li * 2 Ruixiang Zhang * 3 R Devon Hjelm 1 4 Wenjie Li 2 Yangqiu Song 3 Yoshua Bengio 1, Maximum-Likelihood Augmented Discrete Generative
Adversarial Networks, https://arxiv.org/pdf/1702.07983.pdf
Kevin Lin, Dianqi Li, Xiaodong He, Zhengyou Zhang, and Ming-Ting Sun. Adversarial ranking for language generation, https://arxiv.org/pdf/1705.11001.pdf
Jiaxian Guo† , Sidi Lu† , Han Cai† , Weinan Zhang†∗, Yong Yu† , Jun Wang‡, Long Text Generation via Adversarial Training with Leaked Information,
https://arxiv.org/pdf/1709.08624.pdf
Sidi Lu1 , Yaoming Zhu1 , Weinan Zhang1 , Jun Wang2 , Yong Yu1, Neural Text Generation: Past, Present and Beyond, https://arxiv.org/pdf/1803.07133.pdf
Github: https://github.com/tensorflow/models/tree/master/research/maskgan