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Defect Prediction

title year venue task model dataset pdf code
0 Learning to represent programs with graphs 2018 ICLR Defect Prediction,Code Generation GGNN iclr18-prog-graphs-dataset 📑 :octocat:
1 Classifying Malware Represented as Control Flow Graphs using Deep Graph Convolutional Neural Network 2019 Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN Defect Prediction DGCNN MSKCFG Dataset, YANCFG Dataset 📑
2 Improving bug detection via context-based code representation learning and attention-based neural networks 2019 Proceedings of the ACM on Programming Languages Defect Prediction GRU, CNN, Attention mechanism Java Dataset collected in this work 📑

Code Search

title year venue task model dataset pdf code
0 Capturing Source Code Semantics via Tree-based Convolution over API-enhanced AST 2019 ACM International Conference on Computing Frontiers Clone Detection,Code Search, Code Summarization tree-based LSTM OJClone,BigCloneBench 📑 :octocat:
1 Multi-modal attention network learning for semantic source code retrieval 2019 ASE Code Search GGNN, Tree-LSTM C dataset 📑

Program Repair

title year venue task model dataset pdf code
0 CODIT: Code Editing with Tree-Based Neural Models 2020 IEEE Transactions on Software Engineering Program Repair LSTM Defects4J,Code-Change-Data 📑 :octocat:
1 GGF: A graph-based method for programming language syntax error correction 2020 ICPC Program Repair GGNN DeepFix dataset,CodeForces dataset 📑
2 Graph-based, Self-Supervised Program Repair from Diagnostic Feedback 2020 ICML Program Repair GAT, LSTM SPoC 📑 :octocat:
3 Generative code modeling with graphs 2019 ICLR Program Repair,Code Generation GRU,GGNN C# dataset 📑 :octocat:
4 Neural network-based graph embedding for cross-platform binary code similarity detection 2017 Proceedings of the ACM Conference on Computer and Communications Security Program Repair Structure2vec collected in this work, Genius Dataset 📑 :octocat:
5 Learning semantic program embeddings with graph interval neural network 2020 Proceedings of the ACM on Programming Languages Program Repair GINN PY150 📑

Code Generation

title year venue task model dataset pdf code
0 Code Completion by Modeling Flattened Abstract Syntax Trees as Graphs 2021 AAAI Code Generation GAT JS150, PY150 📑
1 Learning to represent programs with graphs 2018 ICLR Defect Prediction,Code Generation GGNN iclr18-prog-graphs-dataset 📑 :octocat:
2 Generative code modeling with graphs 2019 ICLR Program Repair,Code Generation GRU,GGNN C# dataset 📑 :octocat:
3 Probabilistic model for code with decision trees 2016 SIGPLAN Code Generation Decision tree PY150, JS150 📑
4 Open vocabulary learning on source code with a graph-structured caches 2019 ICML Code Generation MPNN,CharCNN Java repos collected in this work 📑 :octocat:

Program Verification

title year venue task model dataset pdf code
0 Gated graph sequence neural networks 2015 ICLR Program Verification GGNN program variables dataset produced in this work 📑 :octocat:

Program Classification

title year venue task model dataset pdf code
0 A Novel Neural Source Code Representation Based on Abstract Syntax Tree 2019 ICSE Program Classification, Clone Detection bidirectional RNN OJClone,BCB 📑 :octocat:
1 TBCNN: A tree-based convolutional neural network for programming language processing 2014 arixiv Program Classification TBCNN OJClone 📑 :octocat:
2 Flow2Vec:value-flow-based precise code embedding 2020 Proceedings of the ACM on Program ming Languages Code Summarization, Program Classification Flow2Vec C Dataset 📑
3 Compiler-based graph representations for deep learning models of code 2020 Proceedings of the 29th International Conference on Compiler Construction Program Classification GGNN OpenCL Dataset 📑 :octocat:

Vulnerability Detection

title year venue task model dataset pdf code
0 BugGraph: Differentiating Source-Binary Code Similarity with Graph Triplet-Loss Network 2021 ASIA CCS Vulnerability Detection GTN Validation dataset, Syntax similar dataset, ARM binary dataset, Firmware image dataset 📑
1 Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks 2019 NIPS Vulnerability Detection GGNN, GRU, CNN Devign Dataset 📑 :octocat:
2 Modeling and discovering vulnerabilities with code property graphs 2014 Proceedings IEEE Symposium on Security and Privacy Vulnerability Detection code property graphs Linux kernel's code collected in this work 📑

Clone Detection

title year venue task model dataset pdf code
0 A Novel Neural Source Code Representation Based on Abstract Syntax Tree 2019 ICSE Program Classification, Clone Detection bidirectional RNN OJClone,BCB 📑 :octocat:
1 Capturing Source Code Semantics via Tree-based Convolution over API-enhanced AST 2019 ACM International Conference on Computing Frontiers Clone Detection,Code Search, Code Summarization tree-based LSTM OJClone,BigCloneBench 📑 :octocat:
2 Code Clone Detection with Hierarchical Attentive Graph Embedding 2021 International Journal of Software Engineering and Knowledge Engineering Clone Detection GCN IJDataset2.0 📑
3 DeepBinDiff: Learning Program-Wide Code Representations for Binary Diffing 2020 NDSS Clone Detection Text-associated DeepWalk Coreutils, Diffutils, Findutils 📑 :octocat:
4 Order matters: Semantic-aware neural networks for binary code similarity detection 2020 AAAI Clone Detection MPNN,CNN gcc dataset 📑
5 Semantic Code Clone Detection Via Event Embedding Tree and GAT Network 2020 QRS Clone Detection Transformer, GAT, CNN OJClone 📑 :octocat:
6 How could Neural Networks understand Programs? 2021 ICML Clone Detection Transformer OJClone 📑 :octocat:
7 DeepSim: Deep Learning Code Functional Similarity 2018 ESEC/FSE Clone Detection Feed-forward neural network Google Code Jam (GCJ), BigCloneBench 📑 :octocat:

Code Summarization

title year venue task model dataset pdf code
0 HAConvGNN: Hierarchical Attention Based Convolutional Graph Neural Network for Code Documentation Generation in Jupyter Notebooks 2021 EMNLP Code Summarization HAConvGNN notebookcdg 📑 :octocat:
1 CAST: Enhancing Code Summarization with Hierarchical Splitting and Reconstruction of Abstract Syntax Trees 2021 EMNLP Code Summarization RNN,attention TL-CodeSum 📑 :octocat:
2 Capturing Source Code Semantics via Tree-based Convolution over API-enhanced AST 2019 ACM International Conference on Computing Frontiers Clone Detection,Code Search, Code Summarization tree-based LSTM OJClone,BigCloneBench 📑 :octocat:
3 Improving automatic source code summarization via deep reinforcement learning 2018 ASE Code Summarization RNN,Tree-RNN code-comment pairs 📑
4 Structured neural summarization 2019 ICLR Code Summarization GGNN C# dataset,JAVA method naming datasets, Python method documentation dataset 📑 :octocat:
5 Improved code summarization via a graph neural network 2020 ICPC Code Summarization ConvGNN Java method-comment pairs 📑
6 Improving Code Summarization with Block-wise Abstract Syntax Tree Splitting 2021 ICPC Code Summarization Tree-LSTM CodeSearchNet, Hybrid-DeepCom Dataset 📑 :octocat:
7 Flow2Vec:value-flow-based precise code embedding 2020 Proceedings of the ACM on Program ming Languages Code Summarization, Program Classification Flow2Vec C Dataset 📑
8 CoCoSum: Contextual Code Summarization with Multi-Relational Graph Neural Network 2021 arxiv Code Summarization Transformer,Multi-Relational Graph Neural Network CodeSearchNet, CoCoNet 📑
9 Retrieval-Augmented Generation for Code Summarization via Hybrid GNN 2021 ICLR Code Summarization GNN C Program Dataset 📑 :octocat: