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Typilus: Neural Type Hints

Apr 06, 2020
Miltiadis Allamanis, Earl T. Barr, Soline Ducousso, Zheng Gao

* Accepted to PLDI 2020 

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OptTyper: Probabilistic Type Inference by Optimising Logical and Natural Constraints

Apr 01, 2020
Irene Vlassi Pandi, Earl T. Barr, Andrew D. Gordon, Charles Sutton


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Perturbed Model Validation: A New Framework to Validate Model Relevance

May 27, 2019
Jie M. Zhang, Earl T. Barr, Benjamin Guedj, Mark Harman, John Shawe-Taylor

* 10 pages 

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Deep Learning to Detect Redundant Method Comments

Jun 12, 2018
Annie Louis, Santanu Kumar Dash, Earl T. Barr, Charles Sutton

* 12 pages 

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A Survey of Machine Learning for Big Code and Naturalness

May 05, 2018
Miltiadis Allamanis, Earl T. Barr, Premkumar Devanbu, Charles Sutton

* Website accompanying this survey paper can be found at https://ml4code.github.io 

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