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We present a novel training framework for neural sequence models, particularly for grounded dialog generation.
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Stanislaw Antol, Aishwarya Agrawal, Jiasen Lu, Margaret Mitchell, Dhruv Batra, C Lawrence Zitnick, and Devi Parikh · 2015
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Hao Fang, Saurabh Gupta, Forrest N. Iandola, Rupesh Kumar Srivastava, Li Deng, Piotr Dollár, Jianfeng Gao, Xiaodong He, Margaret Mitchell, John C. Platt, C. Lawrence Zitnick, and Geoffrey Zweig · 2015
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Unsupervised representation learning with deep convolutional generative adversarial networks
Alec Radford, Luke Metz, and Soumith Chintala · 2015
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Sequence level training with recurrent neural networks
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Exploring models and data for image question answering
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Building end-to-end dialogue systems using generative hierarchical neural network models
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A neural network approach to context-sensitive generation of conversational responses
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End-to-end memory networks
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Hierarchical question-image co-attention for visual question answering
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The concrete distribution: A continuous relaxation of discrete random variables
Chris J Maddison, Andriy Mnih, and Yee Whye Teh · 2016
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Coherent dialogue with attention-based language models
Hongyuan Mei, Mohit Bansal, and Matthew R Walter · 2016
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A hierarchical latent variable encoder-decoder model for generating dialogues
Iulian Vlad Serban, Alessandro Sordoni, Ryan Lowe, Laurent Charlin, Joelle Pineau, Aaron Courville, and Yoshua Bengio · 2016
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Improved deep metric learning with multi-class n-pair loss objective
Kihyuk Sohn · 2016
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Show and tell: A neural image caption generator
Oriol Vinyals, Alexander Toshev, Samy Bengio, and Dumitru Erhan · 2015
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Show, attend and tell: Neural image caption generation with visual attention
Kelvin Xu, Jimmy Ba, Ryan Kiros, Kyunghyun Cho, Aaron C. Courville, Ruslan Salakhutdinov, Richard S. Zemel, and Yoshua Bengio · 2015
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Learning end-to-end goal-oriented dialog
Antoine Bordes and Jason Weston · 2016
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Guesswhat?! visual object discovery through multi-modal dialogue
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Ask, attend and answer: Exploring question-guided spatial attention for visual question answering
Huijuan Xu and Kate Saenko · 2016
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Stacked attention networks for image question answering
Zichao Yang, Xiaodong He, Jianfeng Gao, Li Deng, and Alex Smola · 2016
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Energy-based generative adversarial network
Junbo Jake Zhao, Michaël Mathieu, and Yann LeCun · 2016
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Towards diverse and natural image descriptions via a conditional gan
Bo Dai, Dahua Lin, Raquel Urtasun, and Sanja Fidler · 2017
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Visual Dialog
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Adversarial learning for neural dialogue generation
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A hierarchical latent variable encoder-decoder model for generating dialogues
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End-to-end optimization of goal-driven and visually grounded dialogue systems
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Unpaired image-to-image translation using cycle-consistent adversarial networks
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