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07/25/2023
Predicting Code Coverage without Execution
Code coverage is a widely used metric for quantifying the extent to whic...
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06/29/2023
RAPGen: An Approach for Fixing Code Inefficiencies in Zero-Shot
Performance bugs are non-functional bugs that can even manifest in well-...
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05/23/2023
Transformer-based Vulnerability Detection in Code at EditTime: Zero-shot, Few-shot, or Fine-tuning?
Software vulnerabilities bear enterprises significant costs. Despite ext...
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05/08/2023
Code Execution with Pre-trained Language Models
Code execution is a fundamental aspect of programming language semantics...
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03/13/2023
InferFix: End-to-End Program Repair with LLMs
Software development life cycle is profoundly influenced by bugs: their ...
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08/29/2022
Exploring and Evaluating Personalized Models for Code Generation
Large Transformer models achieved the state-of-the-art status for Natura...
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06/27/2022
DeepPERF: A Deep Learning-Based Approach For Improving Software Performance
Improving software performance is an important yet challenging part of t...
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05/23/2022
AdaptivePaste: Code Adaptation through Learning Semantics-aware Variable Usage Representations
In software development, it is common for programmers to copy-paste code...
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04/27/2022
Generating Examples From CLI Usage: Can Transformers Help?
Continuous evolution in modern software often causes documentation, tuto...
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03/23/2022
Methods2Test: A dataset of focal methods mapped to test cases
Unit testing is an essential part of the software development process, w...
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03/17/2022
CodeReviewer: Pre-Training for Automating Code Review Activities
Code review is an essential part to software development lifecycle since...
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03/08/2022
Learning to Reduce False Positives in Analytic Bug Detectors
Due to increasingly complex software design and rapid iterative developm...
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01/30/2022
Training and Evaluating a Jupyter Notebook Data Science Assistant
We study the feasibility of a Data Science assistant powered by a sequen...
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09/17/2021
Long-Range Modeling of Source Code Files with eWASH: Extended Window Access by Syntax Hierarchy
Statistical language modeling and translation with transformers have fou...
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08/31/2021
MergeBERT: Program Merge Conflict Resolution via Neural Transformers
Collaborative software development is an integral part of the modern sof...
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08/06/2021
Distilling Transformers for Neural Cross-Domain Search
Pre-trained transformers have recently clinched top spots in the gamut o...
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05/19/2021
DeepDebug: Fixing Python Bugs Using Stack Traces, Backtranslation, and Code Skeletons
The joint task of bug localization and program repair is an integral par...
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04/16/2021
Generating Bug-Fixes Using Pretrained Transformers
Detecting and fixing bugs are two of the most important yet frustrating ...
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04/12/2021
Generating Code with the Help of Retrieved Template Functions and Stack Overflow Answers
We approach the important challenge of code autocompletion as an open-do...
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10/07/2020
PyMT5: multi-mode translation of natural language and Python code with transformers
Simultaneously modeling source code and natural language has many exciti...
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09/22/2020
CodeBLEU: a Method for Automatic Evaluation of Code Synthesis
Evaluation metrics play a vital role in the growth of an area as it defi...
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09/17/2020
GraphCodeBERT: Pre-training Code Representations with Data Flow
Pre-trained models for programming language have achieved dramatic empir...
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09/11/2020
Generating Accurate Assert Statements for Unit Test Cases using Pretrained Transformers
Unit testing represents the foundational basis of the software testing p...
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09/11/2020
Unit Test Case Generation with Transformers
Automated Unit Test Case generation has been the focus of extensive lite...
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05/16/2020
IntelliCode Compose: Code Generation Using Transformer
In software development through integrated development environments (IDE...
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11/29/2019
Pythia: AI-assisted Code Completion System
In this paper, we propose a novel end-to-end approach for AI-assisted co...
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04/22/2014
Fast Approximate Matching of Cell-Phone Videos for Robust Background Subtraction
We identify a novel instance of the background subtraction problem that ...
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01/08/2014