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01/11/2022
Predictive Synthesis of API-Centric Code
Today's programmers, especially data science practitioners, make heavy u...
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11/10/2021
Counterfactual Explanations for Models of Code
Machine learning (ML) models play an increasingly prevalent role in many...
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07/13/2021
Mining Idioms in the Wild
Existing code repositories contain numerous instances of code patterns t...
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11/16/2020
Neural Software Analysis
Many software development problems can be addressed by program analysis ...
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11/03/2020
Exempla Gratis (E.G.): Code Examples for Free
Modern software engineering often involves using many existing APIs, bot...
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10/26/2020
What It Would Take to Use Mutation Testing in Industry–A Study at Facebook
Traditionally, mutation testing generates an abundance of small deviatio...
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10/20/2020
Industry-scale IR-based Bug Localization: A Perspective from Facebook
We explore the application of Information Retrieval (IR) based bug local...
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10/20/2020
Scalable Statistical Root Cause Analysis on App Telemetry
Despite engineering workflows that aim to prevent buggy code from being ...
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03/30/2020
Code Prediction by Feeding Trees to Transformers
In this paper, we describe how to leverage Transformer, a recent neural ...
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12/08/2019
TypeWriter: Neural Type Prediction with Search-based Validation
Maintaining large code bases written in dynamically typed languages, suc...
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11/12/2019
Debugging Crashes using Continuous Contrast Set Mining
Facebook operates a family of services used by over two billion people d...
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08/26/2019
Neural Code Search Evaluation Dataset
There has been an increase of interest in code search using natural lang...
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05/09/2019
When Deep Learning Met Code Search
There have been multiple recent proposals on using deep neural networks ...
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02/16/2019
Getafix: Learning to fix bugs automatically
Static analyzers, including linters, can warn developers about programmi...
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12/04/2018
Aroma: Code Recommendation via Structural Code Search
Programmers often write code which have similarity to existing code writ...
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10/11/2018