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Neural networks augmented with external memory have the ability to learn algorithmic solutions to complex tasks.
Long short-term memory
Sepp Hochreiter and Jürgen Schmidhuber · 1997
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An optimal algorithm for approximate nearest neighbor searching fixed dimensions
Sunil Arya, David M. Mount, Nathan S. Netanyahu, Ruth Silverman, and Angela Y. Wu · 1998
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Lsh forest: self-tuning indexes for similarity search
Mayank Bawa, Tyson Condie, and Prasanna Ganesan · 2005
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Lower bounds on locality sensitive hashing
Rajeev Motwani, Assaf Naor, and Rina Panigrahy · 2007
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Visual long-term memory has a massive storage capacity for object details
Timothy F Brady, Talia Konkle, George A Alvarez, and Aude Oliva · 2008
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Eigen v3, 2010
Gaël Guennebaud, Benoıt Jacob, Philip Avery, Abraham Bachrach, Sebastien Barthelemy, et al · 2010
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Torch7: A matlab-like environment for machine learning
Ronan Collobert, Koray Kavukcuoglu, and Clément Farabet · 2011
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Lecture 6.5-rmsprop: Divide the gradient by a running average of its recent magnitude
Tijmen Tieleman and Geoffrey Hinton · 2012
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Speech recognition with deep recurrent neural networks
Alex Graves, Abdel-rahman Mohamed, and Geoffrey Hinton · 2013
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Neural machine translation by jointly learning to align and translate
Dzmitry Bahdanau, Kyunghyun Cho, and Yoshua Bengio · 2014
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Alex Graves, Greg Wayne, and Ivo Danihelka · 2014
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Mondrian forests: Efficient online random forests
Balaji Lakshminarayanan, Daniel M Roy, and Yee Whye Teh · 2014
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Scalable nearest neighbor algorithms for high dimensional data
Marius Muja and David G. Lowe · 2014
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Sequence to sequence learning with neural networks
The goldilocks principle: Reading children’s books with explicit memory representations
Felix Hill, Antoine Bordes, Sumit Chopra, and Jason Weston · 2015
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Human-level concept learning through probabilistic program induction
Brenden M Lake, Ruslan Salakhutdinov, and Joshua B Tenenbaum · 2015
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End-to-end memory networks
Sainbayar Sukhbaatar, Jason Weston, Rob Fergus, et al · 2015
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Towards ai-complete question answering: A set of prerequisite toy tasks
Jason Weston, Antoine Bordes, Sumit Chopra, Alexander M Rush, Bart van Merriënboer, Armand Joulin, and Tomas Mikolov · 2015
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Reinforcement learning neural turing machines
Wojciech Zaremba and Ilya Sutskever · 2015
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Ilya Sutskever, Oriol Vinyals, and Quoc V Le · 2014
Cited alongside, same era.
Jason Weston, Sumit Chopra, and Antoine Bordes · 2014
Cited alongside, same era.
Hybrid computing using a neural network with dynamic external memory
Alex Graves, Greg Wayne, Malcolm Reynolds, Tim Harley, Ivo Danihelka, Agnieszka Grabska-Barwińska, Sergio Gómez Colmenarejo, Edward Grefenstette, Tiago Ramalho, John Agapiou, et al · 2016
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Meta-learning with memory-augmented neural networks
Adam Santoro, Sergey Bartunov, Matthew Botvinick, Daan Wierstra, and T Lillicrap · 2016
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