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Despite significant progress in a variety of vision-and-language problems, developing a method capable of asking intelligent, goal-oriented questions about images is proven to be an inscrutable challenge.
Active comprehension: Problem-solving schema with question generation for comprehension of complex short stories
H. Singer and D. Donlan · 1982
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B. Davey and S. McBride · 1986
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Reinforcement learning: A survey
L. P. Kaelbling, M. L. Littman, and A. W. Moore · 1996
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R. S. Sutton and A. G. Barto · 1998
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F. A. Gers, J. Schmidhuber, and F. Cummins · 1999
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R. S. Sutton, D. A. McAllester, S. P. Singh, and Y. Mansour · 2000
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Automatic question generation for vocabulary assessment
J. C. Brown, G. A. Frishkoff, and M. Eskenazi · 2005
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Effect of a combined repeated reading and question generation intervention on reading achievement
W. J. Therrien, K. Wickstrom, and K. Jones · 2006
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Large-scale machine learning with stochastic gradient descent
L. Bottou · 2010
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Automatic gap-fill question generation from text books
M. Agarwal and P. Mannem · 2011
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Mind the gap: learning to choose gaps for question generation
L. Becker, S. Basu, and L. Vanderwende · 2012
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Linguistic considerations in automatic question generation
K. Mazidi and R. D. Nielsen · 2014
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Vqa: Visual question answering
S. Antol, A. Agrawal, J. Lu, M. Mitchell, D. Batra, C. Lawrence Zitnick, and D. Parikh · 2015
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Deep questions without deep understanding
I. Labutov, S. Basu, and L. Vanderwende · 2015
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Learning to compose neural networks for question answering
J. Andreas, M. Rohrbach, T. Darrell, and D. Klein · 2016
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Ask me anything: Free-form visual question answering based on knowledge from external sources
Q. Wu, P. Wang, C. Shen, A. Dick, and A. van den Hengel · 2016
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Ask, attend and answer: Exploring question-guided spatial attention for visual question answering
H. Xu and K. Saenko · 2016
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Automatic generation of grounded visual questions
S. Zhang, L. Qu, S. You, Z. Yang, and J. Zhang · 2016
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Learning cooperative visual dialog agents with deep reinforcement learning
A. Das, S. Kottur, J. M. Moura, S. Lee, and D. Batra · 2017
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Guesswhat?! visual object discovery through multi-modal dialogue
H. de Vries, F. Strub, S. Chandar, O. Pietquin, H. Larochelle, and A. C. Courville · 2017
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A. Das, S. Kottur, K. Gupta, A. Singh, D. Yadav, J. M. Moura, D. Parikh, and D. Batra · 2016
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Densecap: Fully convolutional localization networks for dense captioning
J. Johnson, A. Karpathy, and L. Fei-Fei · 2016
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Optimization of image description metrics using policy gradient methods
S. Liu, Z. Zhu, N. Ye, S. Guadarrama, and K. Murphy · 2016
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Towards automatic generation of question answer pairs from images, 2016
I. M. Mora, S. P. de la Puente, and X. Giro-i Nieto · 2016
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Generating natural questions about an image
N. Mostafazadeh, I. Misra, J. Devlin, M. Mitchell, X. He, and L. Vanderwende · 2016
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Self-critical sequence training for image captioning
S. J. Rennie, E. Marcheret, Y. Mroueh, J. Ross, and V. Goel · 2016
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Learning to reason: End-to-end module networks for visual question answering
R. Hu, J. Andreas, M. Rohrbach, T. Darrell, and K. Saenko · 2017
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Visual question generation as dual task of visual question answering
Y. Li, N. Duan, B. Zhou, X. Chu, W. Ouyang, and X. Wang · 2017
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J. Lu, A. Kannan, J. Yang, D. Parikh, and D. Batra · 2017
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Deep reinforcement learning-based image captioning with embedding reward
Z. Ren, X. Wang, N. Zhang, X. Lv, and L.-J. Li · 2017
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End-to-end optimization of goal-driven and visually grounded dialogue systems
F. Strub, H. de Vries, J. Mary, B. Piot, A. C. Courville, and O. Pietquin · 2017
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Knowledge acquisition for visual question answering via iterative querying
Y. Zhu, J. J. Lim, and L. Fei-Fei · 2017
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