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The problem of automatically generating a computer program from some specification has been studied since the early days of AI.
Prow: A step toward automatic program writing
Waldinger, Richard J. and Lee, Richard C. T · 1969
Earlier work this paper cites.
Knowledge and reasoning in program synthesis
Manna, Zohar and Waldinger, Richard · 1975
Earlier work this paper cites.
A deductive approach to program synthesis
Manna, Zohar and Waldinger, Richard · 1980
Earlier work this paper cites.
Computation of normalized edit distance and applications
Marzal, Andres and Vidal, Enrique · 1993
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Automating string processing in spreadsheets using input-output examples
Gulwani, Sumit · 2011
Earlier work this paper cites.
Spreadsheet data manipulation using examples
Gulwani, Sumit, Harris, William R, and Singh, Rishabh · 2012
Earlier work this paper cites.
Syntax-guided synthesis
Alur, Rajeev, Bodik, Rastislav, Juniwal, Garvit, Martin, Milo MK, Raghothaman, Mukund, Seshia, Sanjit A, Singh, Rishabh, Solar-Lezama, Armando, Torlak, Emina, and Udupa, Abhishek · 2013
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A machine learning framework for programming by example
Menon, Aditya Krishna, Tamuz, Omer, Gulwani, Sumit, Lampson, Butler W., and Kalai, Adam · 2013
Earlier work this paper cites.
Neural machine translation by jointly learning to align and translate
Bahdanau, Dzmitry, Cho, Kyunghyun, and Bengio, Yoshua · 2014
Earlier work this paper cites.
Graves, Alex, Wayne, Greg, and Danihelka, Ivo · 2014
Earlier work this paper cites.
Sequence to sequence learning with neural networks
Sutskever, Ilya, Vinyals, Oriol, and Le, Quoc V · 2014
Cited alongside, same era.
Zaremba, Wojciech and Sutskever, Ilya · 2014
Cited alongside, same era.
Inferring algorithmic patterns with stack-augmented recurrent nets
Joulin, Armand and Mikolov, Tomas · 2015
Cited alongside, same era.
Kaiser, Lukasz and Sutskever, Ilya · 2015
Cited alongside, same era.
Effective approaches to attention-based neural machine translation
Luong, Minh-Thang, Pham, Hieu, and Manning, Christopher D · 2015
Cited alongside, same era.
Deepcoder: Learning to write programs
Balog, Matej, Gaunt, Alexander L., Brockschmidt, Marc, Nowozin, Sebastian, and Tarlow, Daniel · 2016
Later among the works it cites.
Terpret: A probabilistic programming language for program induction
Gaunt, Alexander L., Brockschmidt, Marc, Singh, Rishabh, Kushman, Nate, Kohli, Pushmeet, Taylor, Jonathan, and Tarlow, Daniel · 2016
Later among the works it cites.
Hybrid computing using a neural network with dynamic external memory
Graves, Alex, Wayne, Greg, M, Reynolds, T, Harley, I, Danihelka, A, Grabska-Barwińska, SG, Colmenarejo, E, Grefenstette, T, Ramalho, J, Agapiou, and AP, Badia · 2016
Later among the works it cites.
Attention-based multimodal neural machine translation
Huang, Po-Yao, Liu, Frederick, Shiang, Sz-Rung, Oh, Jean, and Dyer, Chris · 2016
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Neural random-access machines
Kurach, Karol, Andrychowicz, Marcin, and Sutskever, Ilya · 2016
Later among the works it cites.
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Flashmeta: a framework for inductive program synthesis
Polozov, Oleksandr and Gulwani, Sumit · 2015
Cited alongside, same era.
Improved semantic representations from tree-structured long short-term memory networks
Tai, Kai Sheng, Socher, Richard, and Manning, Christopher D · 2015
Cited alongside, same era.
Grammar as a foreign language
Vinyals, Oriol, Kaiser, Łukasz, Koo, Terry, Petrov, Slav, Sutskever, Ilya, and Hinton, Geoffrey · 2015
Cited alongside, same era.
Show, attend and tell: Neural image caption generation with visual attention
Xu, Kelvin, Ba, Jimmy, Kiros, Ryan, Cho, Kyunghyun, Courville, Aaron C, Salakhutdinov, Ruslan, Zemel, Richard S, and Bengio, Yoshua · 2015
Cited alongside, same era.
Neural programmer: Inducing latent programs with gradient descent
Neelakantan, Arvind, Le, Quov V., and Sutskever, Ilya · 2016
Later among the works it cites.
Neural programmer-interpreters
Reed, Scott and de Freitas, Nando · 2016
Later among the works it cites.
Programming with a differentiable forth interpreter
Riedel, Sebastian, Bosnjak, Matko, and Rocktäschel, Tim · 2016
Later among the works it cites.
Neuro-symbolic program synthesis
Parisotto, Emilio, Mohamed, Abdel-rahman, Singh, Rishabh, Li, Lihong, Zhou, Dengyong, and Kohli, Pushmeet · 2017
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