Deep learning code fragments for code clone detection

Martin White, Michele Tufano, Christopher Vendome, +1

Software MaintenanceEngineeringMachine LearningClone DetectionSoftware Engineering +19

CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation

Shuai Lu, Daya Guo, Shuo Ren, +19

arXiv (Cornell University)

Llm Fine-tuningEngineeringMachine LearningSoftware EngineeringSource Code Analysis +17

SEQUENCER: Sequence-to-Sequence Learning for End-to-End Program Repair

Zimin Chen, Steve Kommrusch, Michele Tufano, +3

IEEE Transactions on Software Engineering

GraphCodeBERT: Pre-training Code Representations with Data Flow

Daya Guo, Shuo Ren, Shuai Lu, +15

EngineeringMachine LearningSoftware EngineeringMultilingual PretrainingLarge Language Model +18

When and Why Your Code Starts to Smell Bad (and Whether the Smells Go Away)

Michele Tufano, Fabio Palomba, Gabriele Bavota, +4

IEEE Transactions on Software Engineering

When and Why Your Code Starts to Smell Bad

Michele Tufano, Fabio Palomba, Gabriele Bavota, +4

2015 IEEE/ACM 37th IEEE International Conference on Software Engineering

Software MaintenanceEngineeringSoftware EngineeringSource Code AnalysisOpen Source Projects +15

On Learning Meaningful Code Changes Via Neural Machine Translation

Michele Tufano, Jevgenija Pantiuchina, Cody Watson, +2

Software MaintenanceLlm Fine-tuningEngineeringMachine LearningSoftware Engineering +16

Sorting and Transforming Program Repair Ingredients via Deep Learning Code Similarities

Martin White, Michele Tufano, Matías Martínez, +2

An empirical investigation into the nature of test smells

Michele Tufano, Fabio Palomba, Gabriele Bavota, +4

Software MaintenanceSource CodeBehavioral SciencesEngineeringProgram Analysis +13

GraphCodeBERT: Pre-training Code Representations with Data Flow

Daya Guo, Shuo Ren, Shuai Lu, +15

arXiv (Cornell University)

EngineeringMachine LearningMultilingual PretrainingLarge Language ModelCorpus Linguistics +18