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We present a novel Dynamic Differentiable Reasoning (DDR) framework for jointly learning branching programs and the functions composing them; this resolves a significant nondifferentiability inhibiting recent dynamic architectures.
Long short-term memory
Hochreiter, Sepp and Schmidhuber, Jürgen · 1997
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Parsing Natural Scenes and Natural Language with Recursive Neural Networks
Socher, Richard, Lin, Cliff C., Ng, Andrew Y., and Manning, Christopher D · 2011
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Adam: A method for stochastic optimization
Kingma, Diederik P. and Ba, Jimmy · 2014
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Andreas, Jacob, Rohrbach, Marcus, Darrell, Trevor, and Klein, Dan · 2015
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He, Kaiming, Zhang, Xiangyu, Ren, Shaoqing, and Sun, Jian · 2015
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Tai, Kai Sheng, Socher, Richard, and Manning, Christopher D · 2015
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Stacked attention networks for image question answering
Yang, Zichao, He, Xiaodong, Gao, Jianfeng, Deng, Li, and Smola, Alexander J · 2015
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Johnson, Justin, Hariharan, Bharath, van der Maaten, Laurens, Fei-Fei, Li, Zitnick, C. Lawrence, and Girshick, Ross B · 2016
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Blender - a 3D modelling and rendering package
Blender · 2017
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Learning to reason: End-to-end module networks for visual question answering
Hu, Ronghang, Andreas, Jacob, Rohrbach, Marcus, Darrell, Trevor, and Saenko, Kate · 2017
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Inferring and executing programs for visual reasoning
Johnson, Justin, Hariharan, Bharath, van der Maaten, Laurens, Hoffman, Judy, Li, Fei-Fei, Zitnick, C. Lawrence, and Girshick, Ross B · 2017
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A simple neural network module for relational reasoning
Santoro, Adam, Raposo, David, Barrett, David G. T., Malinowski, Mateusz, Pascanu, Razvan, Battaglia, Peter, and Lillicrap, Timothy P · 2017
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Language modeling with recurrent highway hypernetworks
Suarez, Joseph · 2017
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Zilly, Julian G., Srivastava, Rupesh Kumar, Koutník, Jan, and Schmidhuber, Jürgen · 2016
Cited alongside, same era.
Learning visual reasoning without strong priors, 2017a
Perez, Ethan, de Vries, Harm, Strub, Florian, Dumoulin, Vincent, and Courville, Aaron
Cited in the paper.
Film: Visual reasoning with a general conditioning layer, 2017b
Perez, Ethan, Strub, Florian, de Vries, Harm, Dumoulin, Vincent, and Courville, Aaron
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