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The encoder-decoder dialog model is one of the most prominent methods used to build dialog systems in complex domains.
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Gaussian processes for fast policy optimisation of pomdp-based dialogue managers
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Learning phrase representations using rnn encoder-decoder for statistical machine translation
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Neural variational inference for text processing
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A hierarchical latent variable encoder-decoder model for generating dialogues
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Topic augmented neural response generation with a joint attention mechanism
Chen Xing, Wei Wu, Yu Wu, Jie Liu, Yalou Huang, Ming Zhou, and Wei-Ying Ma. 2016 · 2016
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Latent variable dialogue models and their diversity
Kris Cao and Stephen Clark. 2017 · 2017
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Wojciech Zaremba, Ilya Sutskever, and Oriol Vinyals. 2014 · 2014
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Generating sentences from a continuous space
Samuel R Bowman, Luke Vilnis, Oriol Vinyals, Andrew M Dai, Rafal Jozefowicz, and Samy Bengio. 2015 · 2015
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Skip-thought vectors
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Alireza Makhzani, Jonathon Shlens, Navdeep Jaitly, Ian Goodfellow, and Brendan Frey. 2015 · 2015
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Xi Chen, Diederik P Kingma, Tim Salimans, Yan Duan, Prafulla Dhariwal, John Schulman, Ilya Sutskever, and Pieter Abbeel. 2016 · 2016
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Learning distributed representations of sentences from unlabelled data
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Categorical reparameterization with gumbel-softmax
Eric Jang, Shixiang Gu, and Ben Poole. 2016 · 2016
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A persona-based neural conversation model
Jiwei Li, Michel Galley, Chris Brockett, Jianfeng Gao, and Bill Dolan. 2016 · 2016
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Mihail Eric and Christopher D Manning. 2017 · 2017
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Toward controlled generation of text
Zhiting Hu, Zichao Yang, Xiaodan Liang, Ruslan Salakhutdinov, and Eric P Xing. 2017 · 2017
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Adversarially regularized autoencoders for generating discrete structures
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Dailydialog: A manually labelled multi-turn dialogue dataset
Yanran Li, Hui Su, Xiaoyu Shen, Wenjie Li, Ziqiang Cao, and Shuzi Niu. 2017 · 2017
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Neural discrete representation learning
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Latent intention dialogue models
Tsung-Hsien Wen, Yishu Miao, Phil Blunsom, and Steve Young. 2017 · 2017
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Tiancheng Zhao, Ran Zhao, and Maxine Eskenazi. 2017 · 2017
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Infovae: Information maximizing variational autoencoders
Shengjia Zhao S, Jiaming Song, and Stefano Ermon. 2017 · 2017
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Multi-space variational encoder-decoders for semi-supervised labeled sequence transduction
Chunting Zhou and Graham Neubig. 2017 · 2017
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