Software — Paper Notes
Code models, summarization, and program analysis
2018
2019
IJCAI-2019 Commit Message Generation for Source Code Changes
2019-08-10 · code-understanding
ICSE-2019 A Neural Model for Generating Natural Language Summaries of Program Subroutines
2019-05-25 · code-summarization
ICSE-2019 A Novel Neural Source Code Representation Based on Abstract Syntax Tree
2019-05-25 · GNN, code-summarization
2020
MSR-2020 Improved Automatic Summarization of Subroutines via Attention to File Context
2020-11-18 · code-summarization
ACL-2020 Contrastive Code Representation Learning
2020-07-25 · code-understanding, contrastive-learning
ICML-2020 Graph-based, Self-Supervised Program Repair from Diagnostic Feedback
2020-07-13 · program-repair, GNN
ACL-2020 A Transformer-based Approach for Source Code Summarization
2020-05-01 · code-summarization, transformer
2021
ICLR-2021 GraphCodeBERT：Pre-training Code Representations with Data Flow
2021-09-13 · code-understanding, transformer, GNN
EMNLP-2021 CodeT5：Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation
2021-09-02 · code-understanding, transformer
ACL-2021 Learning Sequential and Structural Information for Source Code Summarization
2021-08-10 · Transformer, GNN
ICSME-2021 Ensemble Models for Neural Source Code Summarization of Subroutines
2021-07-23 · code-summarization
IJCAI-2021 Graph-Augmented Code Summarization in Computational Notebooks
2021-07-23 · code-summarization, GNN
OpenAI-2021 Evaluating Large Language Models Trained on Code
2021-07-14 · LLM, code-generation
ICPC-2021 A Multi-Modal Transformer-based Code Summarization Approach for Smart Contracts
2021-03-12 · transformer, code-summarization
Automated Software Engineering-2021 Automating just-in-time comment updating
2021-01-27 · code-summarization
ACL-2021 Code Summarization with Structure-induced Transformer
2021-01-01 · code-summarization, transformer
2022
EMNLP-2021 HAConvGNN：Hierarchical Attention Based Convolutional Graph Neural Network for Code Documentation Generation in Jupyter Notebooks
2022-11-10 · code-documentation, GNN
ICPC-2022 HELoC：Hierarchical Contrastive Learning of Source Code Representation
2022-10-20 · contrastive-learning, GNN
EMNLP-2020 CodeBERT：A Pre-Trained Model for Programming and Natural Languages
2022-09-18 · code-understanding, transformer
ICSE-2022 AST-trans：code summarization with efficient tree-structured attention
2022-07-05 · code-summarization
ICSE-2022 Cross-Domain Deep Code Search with Few-Shot Meta Learning
2022-07-05 · code-search, meta-learning
AAAI-2022 Hierarchical Heterogeneous Graph Attention Network for Syntax-Aware Summarization
2022-06-28 · code-summarization, GNN
arXiv-2022 Learning code summarization from a small and local dataset
2022-06-08 · Transformer, GNN
Journal of Systems and Software-2022 Automatic source code summarization with graph attention networks
2022-06-01 · code-summarization, GNN
ICML-2016 A Convolutional Attention Network for Extreme Summarization of Source Code
2022-05-25 · convolutional-neural-network, code-summarization
ACL-2022 Impact of Evaluation Methodologies on Code Summarization
2022-05-20 · code-summarization
NAACL-2022 CODE-MVP：Learning to Represent Source Code from Multiple Views with Contrastive Pre-Training
2022-05-04 · code-summarization, transformer, contrastive-learning
arXiv-2022 A Survey of Deep Learning Models for Structural Code Understanding
2022-05-01 · code-understanding
DeepMind-2022 Competition-Level Code Generation with AlphaCode
2022-03-07 · code-generation