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A Survey of Machine Learning for Big Code and Naturalness

18 September 2017

Papers citing "A Survey of Machine Learning for Big Code and Naturalness"

50 / 298 papers shown

Title
Deep Graph Matching and Searching for Semantic Code RetrievalACM Transactions on Knowledge Discovery from Data (TKDD), 2020 Xiang Ling Lingfei Wu Sai-gang Wang Gaoning Pan Tengfei Ma Fangli Xu A. Liu Chunming Wu S. Ji GNN 177 106 0 24 Oct 2020
SeqTrans: Automatic Vulnerability Fix via Sequence to Sequence LearningIEEE Transactions on Software Engineering (TSE), 2020 Jianlei Chi YunHuan Qu Ting Liu Q. Zheng Heng Yin 292 62 0 21 Oct 2020
Retrieve and Refine: Exemplar-based Neural Comment GenerationInternational Conference on Automated Software Engineering (ASE), 2020 Bolin Wei Yongming Li Ge Li Xin Xia Zhi Jin 99 46 0 09 Oct 2020
STRATA: Simple, Gradient-Free Attacks for Models of Code Jacob Mitchell Springer Bryn Reinstadler Una-May O’Reilly AAML 150 11 0 28 Sep 2020
CodeBLEU: a Method for Automatic Evaluation of Code Synthesis Shuo Ren Daya Guo Shuai Lu Long Zhou Shujie Liu Duyu Tang Neel Sundaresan M. Zhou Ambrosio Blanco Shuai Ma ELM 426 717 0 22 Sep 2020
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 900 88 0 17 Sep 2020
Automated Source Code Generation and Auto-completion Using Deep Learning: Comparing and Discussing Current Language-Model-Related ApproachesApplied Informatics (AI), 2020 Juan Cruz-Benito Sanjay Vishwakarma Francisco Martín-Fernández Ismael Faro Ibm Quantum 324 32 0 16 Sep 2020
Advanced Graph-Based Deep Learning for Probabilistic Type Inference Fangke Ye Jisheng Zhao Vivek Sarkar BDL GNN 110 3 0 13 Sep 2020
Multimodal Deep Learning for Flaw Detection in Software Programs S. Heidbrink Kathryn N. Rodhouse Daniel M. Dunlavy 115 8 0 09 Sep 2020
CoNCRA: A Convolutional Neural Network Code Retrieval ApproachBrazilian Symposium on Software Engineering (SBES), 2020 Marcelo de Rezende Martins M. Gerosa 141 13 0 03 Sep 2020
Towards Demystifying Dimensions of Source Code Embeddings Md Rafiqul Islam Rabin Arjun Mukherjee O. Gnawali Mohammad Amin Alipour 221 21 0 29 Aug 2020
On the Generalizability of Neural Program Models with respect to Semantic-Preserving Program TransformationsInformation and Software Technology (IST), 2020 Md Rafiqul Islam Rabin Nghi D. Q. Bui Ke Wang Yijun Yu Lingxiao Jiang Mohammad Amin Alipour 311 103 0 31 Jul 2020
Language Modelling for Source Code with Transformer-XL Thomas D. Dowdell Hongyu Zhang 142 9 0 31 Jul 2020
BUSTLE: Bottom-Up Program Synthesis Through Learning-Guided ExplorationInternational Conference on Learning Representations (ICLR), 2020 Augustus Odena Kensen Shi David Bieber Rishabh Singh Charles Sutton Hanjun Dai 408 60 0 28 Jul 2020
Contrastive Code Representation LearningConference on Empirical Methods in Natural Language Processing (EMNLP), 2020 Paras Jain Ajay Jain Tianjun Zhang Pieter Abbeel Joseph E. Gonzalez Ion Stoica SSL DRL 332 168 0 09 Jul 2020
Learning to Format Coq Code Using Language Models Pengyu Nie Karl Palmskog Junyi Jessy Li Miloš Gligorić ALM SyDa 115 3 0 18 Jun 2020
Learning to map source code to software vulnerability using code-as-a-graph Sahil Suneja Yunhui Zheng Yufan Zhuang Jim Laredo Alessandro Morari 143 33 0 15 Jun 2020
Backdoors in Neural Models of Source CodeInternational Conference on Pattern Recognition (ICPR), 2020 Goutham Ramakrishnan Aws Albarghouthi AAML SILM 238 70 0 11 Jun 2020
Retrieval-Augmented Generation for Code Summarization via Hybrid GNN Shangqing Liu Yu Chen Xiaofei Xie J. Siow Yang Liu 292 185 0 09 Jun 2020
MISIM: A Neural Code Semantics Similarity System Using the Context-Aware Semantics Structure Fangke Ye Sheng-Tian Zhou Anand Venkat Ryan Marcus Nesime Tatbul ... Tim Mattson Tim Kraska Pradeep Dubey Vivek Sarkar Justin Emile Gottschlich 174 9 0 05 Jun 2020
PLANS: Robust Program Learning from Neurally Inferred Specifications Raphaël Dang-Nhu 153 3 0 05 Jun 2020
Unleashing the power of disruptive and emerging technologies amid COVID-19: A detailed review Sonali Agarwal Narinder Singh Punn S. K. Sonbhadra M. Tanveer P. Nagabhushan K. K. S. Pandian Praveer Saxena 299 61 0 23 May 2020
Representation of Developer Expertise in Open Source Software Tapajit Dey Andrey Karnauch A. Mockus 179 32 0 20 May 2020
Open Graph Benchmark: Datasets for Machine Learning on GraphsNeural Information Processing Systems (NeurIPS), 2020 Weihua Hu Matthias Fey Marinka Zitnik Yuxiao Dong Hongyu Ren Bowen Liu Michele Catasta J. Leskovec 700 3,199 0 02 May 2020
Fast and Memory-Efficient Neural Code CompletionIEEE Working Conference on Mining Software Repositories (MSR), 2020 Alexey Svyatkovskiy Sebastian Lee A. Hadjitofi M. Riechert Juliana Franco Miltiadis Allamanis 252 98 0 28 Apr 2020
SCELMo: Source Code Embeddings from Language Models Rafael-Michael Karampatsis Charles Sutton 138 58 0 28 Apr 2020
Deep Generation of Coq Lemma Names Using Elaborated TermsInternational Joint Conference on Automated Reasoning (IJCAR), 2020 Pengyu Nie Karl Palmskog Junyi Jessy Li Miloš Gligorić 152 10 0 16 Apr 2020
Evaluation of Generalizability of Neural Program Analyzers under Semantic-Preserving Transformations Md Rafiqul Islam Rabin Mohammad Amin Alipour NAI 258 20 0 15 Apr 2020
Code Completion using Neural Attention and Byte Pair Encoding Youri Arkesteijn Nikhil Saldanha Bastijn Kostense 56 4 0 14 Apr 2020
Dependency-Based Neural Representations for Classifying Lines of Programs Shashank Srikant Nicolas Lesimple Una-May O’Reilly 99 2 0 08 Apr 2020
Typilus: Neural Type HintsACM-SIGPLAN Symposium on Programming Language Design and Implementation (PLDI), 2020 Miltiadis Allamanis Earl T. Barr Soline Ducousso Zheng Gao 216 145 0 06 Apr 2020
Using Large-Scale Anomaly Detection on Code to Improve Kotlin CompilerIEEE Working Conference on Mining Software Repositories (MSR), 2020 T. Bryksin V. Petukhov Ilya Alexin Stanislav Prikhodko A. Shpilman V. Kovalenko Nikita Povarov 141 12 0 03 Apr 2020
OptTyper: Probabilistic Type Inference by Optimising Logical and Natural Constraints Irene Vlassi Pandi Earl T. Barr Andrew D. Gordon Charles Sutton 392 32 0 01 Apr 2020
Code Prediction by Feeding Trees to TransformersInternational Conference on Software Engineering (ICSE), 2020 Seohyun Kim Jinman Zhao Yuchi Tian S. Chandra 308 237 0 30 Mar 2020
On-the-Fly Adaptation of Source Code Models using Meta-Learning Disha Shrivastava Hugo Larochelle Daniel Tarlow TTA 136 7 0 26 Mar 2020
Context-Aware Parse Trees Fangke Ye Sheng-Tian Zhou Anand Venkat Ryan Marcus Paul Petersen ... Tim Mattson Tim Kraska Pradeep Dubey Vivek Sarkar Justin Emile Gottschlich 70 2 0 24 Mar 2020
ProGraML: Graph-based Deep Learning for Program Optimization and Analysis Chris Cummins Zacharias V. Fisches Tal Ben-Nun Torsten Hoefler Hugh Leather 309 67 0 23 Mar 2020
Leveraging Code Generation to Improve Code Retrieval and Summarization via Dual LearningThe Web Conference (WWW), 2020 Wei Ye Rui Xie Jinglei Zhang Tianxiang Hu Xiaoyin Wang Shikun Zhang 258 79 0 24 Feb 2020
A Toolkit for Generating Code Knowledge GraphsInternational Conference on Knowledge Capture (K-CAP), 2020 Ibrahim Abdelaziz Julian T Dolby Jamie McCusker Kavitha Srinivas 160 29 0 21 Feb 2020
Equivalence of Dataflow Graphs via Rewrite Rules Using a Graph-to-Sequence Neural Model Steve Kommrusch Théo Barollet L. Pouchet 190 6 0 17 Feb 2020
Deep Learning for Source Code Modeling and Generation: Models, Applications and ChallengesACM Computing Surveys (ACM CSUR), 2020 T. H. Le Hao Chen Muhammad Ali Babar VLM 237 171 0 13 Feb 2020
Learning to Represent Programs with Property SignaturesInternational Conference on Learning Representations (ICLR), 2020 Augustus Odena Charles Sutton 114 34 0 13 Feb 2020
Bin2vec: Learning Representations of Binary Executable Programs for Security Tasks Shushan Arakelyan Sima Arasteh Christophe Hauser Erik Kline Aram Galstyan 221 26 0 09 Feb 2020
Semantic Robustness of Models of Source CodeIEEE International Conference on Software Analysis, Evolution, and Reengineering (SANER), 2020 Goutham Ramakrishnan Jordan Henkel Zi Wang Aws Albarghouthi S. Jha Thomas W. Reps SILM AAML 249 103 0 07 Feb 2020
On the Convergence of Artificial Intelligence and Distributed Ledger Technology: A Scoping Review and Future Research AgendaIEEE Access (IEEE Access), 2020 Konstantin D. Pandl Scott Thiebes Manuel Schmidt-Kraepelin Ali Sunyaev 228 85 0 29 Jan 2020
In Nomine Function: Naming Functions in Stripped Binaries with Neural Networks Fiorella Artuso Giuseppe Antonio Di Luna Luca Massarelli Leonardo Querzoni 123 5 0 17 Dec 2019
Associating Natural Language Comment and Source Code EntitiesAAAI Conference on Artificial Intelligence (AAAI), 2019 Sheena Panthaplackel Miloš Gligorić Raymond J. Mooney Junyi Jessy Li 132 21 0 13 Dec 2019
Commit2Vec: Learning Distributed Representations of Code ChangesSN Computer Science (SN Comp. Sci.), 2019 Rocío Cabrera Lozoya Arnaud Baumann A. Sabetta M. Bezzi SSL 275 52 0 18 Nov 2019
Exploiting Token and Path-based Representations of Code for Identifying Security-Relevant Commits Achyudh Ram Ji Xin M. Nagappan Yaoliang Yu Rocío Cabrera Lozoya A. Sabetta Jimmy J. Lin 86 4 0 15 Nov 2019
Twin-Finder: Integrated Reasoning Engine for Pointer-related Code Clone DetectionInternational Workshop on Software Clones (IWSC), 2019 Hongfa Xue Yongsheng Mei Kailash Gogineni Guru Venkataramani Tian-Shing Lan 51 5 0 01 Nov 2019