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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
Serenity: Library Based Python Code Analysis for Code Completion and Automated Machine Learning Wenting Zhao Ibrahim Abdelaziz Julian T Dolby Kavitha Srinivas M. Helali Essam Mansour 159 0 0 05 Jan 2023
A Survey on Pretrained Language Models for Neural Code Intelligence Yichen Xu Yanqiao Zhu 132 18 0 20 Dec 2022
Unveiling Code Pre-Trained Models: Investigating Syntax and Semantics CapacitiesACM Transactions on Software Engineering and Methodology (TOSEM), 2022 Wei Ma Shangqing Liu Mengjie Zhao Xiaofei Xie Wenhan Wang Q. Hu Jiexin Zhang Yang Liu 370 37 0 20 Dec 2022
Large Language Models Meet NL2Code: A SurveyAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Daoguang Zan B. Chen Fengji Zhang Di Lu Bingchao Wu Bei Guan Yongji Wang Jian-Guang Lou ELM ALM 209 231 0 19 Dec 2022
JEMMA: An Extensible Java Dataset for ML4Code ApplicationsEmpirical Software Engineering (EMSE), 2022 Anjan Karmakar Miltiadis Allamanis Romain Robbes VLM 162 4 0 18 Dec 2022
DexBERT: Effective, Task-Agnostic and Fine-grained Representation Learning of Android BytecodeIEEE Transactions on Software Engineering (TSE), 2022 Tiezhu Sun Kevin Allix Kisub Kim Xin Zhou Dongsun Kim David Lo Tegawende F. Bissyande Jacques Klein 200 19 0 12 Dec 2022
Codex Hacks HackerRank: Memorization Issues and a Framework for Code Synthesis Evaluation Anjan Karmakar Julian Aron Prenner Marco DÁmbros Romain Robbes ELM 128 19 0 06 Dec 2022
Top-Down Synthesis for Library Learning Matthew Bowers Theo X. Olausson Catherine Wong Gabriel Grand J. Tenenbaum Kevin Ellis Armando Solar-Lezama DiffM 178 72 0 29 Nov 2022
Machine Learning for Software Engineering: A Tertiary StudyACM Computing Surveys (ACM CSUR), 2022 Zoe Kotti R. Galanopoulou D. Spinellis 163 34 0 17 Nov 2022
Rethinking Storage Management for Data Processing Pipelines in Cloud Data Centers Ubaid Ullah Hafeez Martin Maas Mustafa Uysal Richard McDougall 76 0 0 04 Nov 2022
Poison Attack and Defense on Deep Source Code Processing Models Jia Li Zhuo Li Huangzhao Zhang Ge Li Zhi Jin Xing Hu Xin Xia AAML 160 24 0 31 Oct 2022
Aligning Offline Metrics and Human Judgments of Value for Code Generation ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Victor C. Dibia Adam Fourney Gagan Bansal Forough Poursabzi-Sangdeh Han Liu Saleema Amershi ALM OffRL 178 20 0 29 Oct 2022
Comparing neural network training performance between Elixir and Python Lucas C. Tavano Lucas K. Amin Adolfo Gustavo Serra Seca Neto 64 0 0 25 Oct 2022
Transformers over Directed Acyclic GraphsNeural Information Processing Systems (NeurIPS), 2022 Yu Luo Veronika Thost Lei Shi GNN AI4CE 534 28 0 24 Oct 2022
Exploring Representation-Level Augmentation for Code SearchConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Haochen Li Steven C. H. Hoi Cyril Leung Yanxian Huang Yuan Huang Hongyu Zhang Yanlin Wang 170 24 0 21 Oct 2022
CAT-probing: A Metric-based Approach to Interpret How Pre-trained Models for Programming Language Attend Code StructureConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Nuo Chen Qiushi Sun Renyu Zhu Xiang Li Xuesong Lu Ming Gao 269 10 0 07 Oct 2022
On the Effectiveness of Hybrid Pooling in Mixup-Based Graph Learning for Language ProcessingJournal of Systems and Software (JSS), 2022 Zeming Dong Qiang Hu Zhenya Zhang Yuejun Guo Maxime Cordy Mike Papadakis Yves Le Traon Jianjun Zhao 272 4 0 06 Oct 2022
NeuDep: Neural Binary Memory Dependence Analysis Kexin Pei Dongdong She Michael Wang Scott Geng Zhou Xuan Yaniv David Junfeng Yang Suman Jana Baishakhi Ray 209 7 0 04 Oct 2022
Towards making the most of NLP-based device mapping optimization for OpenCL kernels Petros Vavaroutsos Ioannis Oroutzoglou Dimosthenis Masouros Dimitrios Soudris 90 1 0 30 Aug 2022
Topical: Learning Repository Embeddings from Source Code using Attention Agathe Lherondelle Varun Babbar Yash Satsangi Fran Silavong Shaltiel Eloul Sean J. Moran 206 0 0 19 Aug 2022
Finding Reusable Machine Learning Components to Build Programming Language Processing PipelinesEuropean Conference on Software Architecture (ECSA), 2022 Patrick Flynn T. Vanderbruggen C. Liao Pei-Hung Lin M. Emani Xipeng Shen 208 5 0 11 Aug 2022
Learning to generate Reliable Broadcast AlgorithmsIEEE Access (IEEE Access), 2022 Diogo Vaz David R. Matos M. Pardal M. Correia 81 2 0 31 Jul 2022
POSET-RL: Phase ordering for Optimizing Size and Execution Time using Reinforcement LearningIEEE International Symposium on Performance Analysis of Systems and Software (ISPASS), 2022 Shalini Jain Yashas Andaluri S. VenkataKeerthy Ramakrishna Upadrasta 116 12 0 27 Jul 2022
Test2Vec: An Execution Trace Embedding for Test Case Prioritization E. Jabbar Soheila Zangeneh Hadi Hemmati R. Feldt 223 6 0 28 Jun 2022
AST-Probe: Recovering abstract syntax trees from hidden representations of pre-trained language modelsInternational Conference on Automated Software Engineering (ASE), 2022 José Antonio Hernández López Martin Weyssow Jesús Sánchez Cuadrado H. Sahraoui 139 28 0 23 Jun 2022
NatGen: Generative pre-training by "Naturalizing" source code Saikat Chakraborty Toufique Ahmed Yangruibo Ding Prem Devanbu Baishakhi Ray AI4CE 259 143 0 15 Jun 2022
An Extractive-and-Abstractive Framework for Source Code SummarizationACM Transactions on Software Engineering and Methodology (TOSEM), 2022 Weisong Sun Chunrong Fang Yuchen Chen Quanjun Zhang Guanhong Tao Tingxu Han Yifei Ge Yudu You Bin Luo 202 43 0 15 Jun 2022
CodeS: Towards Code Model Generalization Under Distribution Shift Qiang Hu Yuejun Guo Xiaofei Xie Maxime Cordy Lei Ma Mike Papadakis Yves Le Traon OOD 212 12 0 11 Jun 2022
CV4Code: Sourcecode Understanding via Visual Code RepresentationsAsian Conference on Computer Vision (ACCV), 2022 Ruibo Shi Lili Tao Rohan Saphal Fran Silavong Sean J. Moran 88 0 0 11 May 2022
A Neural Network Architecture for Program Understanding Inspired by Human BehaviorsAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Renyu Zhu Lei Yuan Xiang Li Ming Gao Wenyuan Cai 138 9 0 10 May 2022
CODE-MVP: Learning to Represent Source Code from Multiple Views with Contrastive Pre-Training Xin Wang Yasheng Wang Yao Wan Jiawei Wang Pingyi Zhou Li Li Hao Wu Jin Liu 175 41 0 04 May 2022
A Survey of Deep Learning Models for Structural Code Understanding Ruoting Wu Yuxin Zhang Qibiao Peng Liang Chen Zibin Zheng 212 8 0 03 May 2022
On The Cross-Modal Transfer from Natural Language to Code through Adapter ModulesIEEE International Conference on Program Comprehension (ICPC), 2022 Divyam Goel Raman Grover Fatemeh H. Fard 133 20 0 19 Apr 2022
Compositional Generalization and Decomposition in Neural Program Synthesis Kensen Shi Joey Hong Manzil Zaheer Pengcheng Yin Charles Sutton 159 7 0 07 Apr 2022
CoCoSoDa: Effective Contrastive Learning for Code SearchInternational Conference on Software Engineering (ICSE), 2022 Ensheng Shi Yanlin Wang Wenchao Gu Lun Du Hongyu Zhang Shi Han Dongmei Zhang Hongbin Sun 278 65 0 07 Apr 2022
PaLM: Scaling Language Modeling with PathwaysJournal of machine learning research (JMLR), 2022 Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 1.2K 7,387 0 05 Apr 2022
CrossBeam: Learning to Search in Bottom-Up Program SynthesisInternational Conference on Learning Representations (ICLR), 2022 Kensen Shi H. Dai Kevin Ellis Charles Sutton NAI 107 28 0 20 Mar 2022
PACE: A Parallelizable Computation Encoder for Directed Acyclic GraphsInternational Conference on Machine Learning (ICML), 2022 Zehao Dong Muhan Zhang Fuhai Li Yixin Chen CML GNN 198 20 0 19 Mar 2022
Static Prediction of Runtime Errors by Learning to Execute Programs with External Resource DescriptionsInternational Conference on Learning Representations (ICLR), 2022 David Bieber Rishab Goel Daniel Zheng Hugo Larochelle Daniel Tarlow 106 17 0 07 Mar 2022
Better Together? An Evaluation of AI-Supported Code TranslationInternational Conference on Intelligent User Interfaces (IUI), 2022 Justin D. Weisz Michael J. Muller Steven I. Ross Fernando Martinez Stephanie Houde Mayank Agarwal Kartik Talamadupula John T. Richards 181 81 0 15 Feb 2022
CodeFill: Multi-token Code Completion by Jointly Learning from Structure and Naming SequencesInternational Conference on Software Engineering (ICSE), 2022 Maliheh Izadi Roberta Gismondi Georgios Gousios 227 119 0 14 Feb 2022
Extracting Label-specific Key Input Features for Neural Code Intelligence Models Md Rafiqul Islam Rabin AAML 128 0 0 14 Feb 2022
Investigating Explainability of Generative AI for Code through Scenario-based DesignInternational Conference on Intelligent User Interfaces (IUI), 2022 Jiao Sun Q. V. Liao Michael J. Muller Mayank Agarwal Stephanie Houde Kartik Talamadupula Justin D. Weisz 176 203 0 10 Feb 2022
A Survey on Artificial Intelligence for Source Code: A Dialogue Systems Perspective Erfan Al-Hossami Samira Shaikh 168 7 0 10 Feb 2022
Towards Property-Based Tests in Natural Language Colin S. Gordon ELM 123 2 0 08 Feb 2022
Enabling Automatic Repair of Source Code Vulnerabilities Using Data-Driven Methods Anastasiia Grishina 175 8 0 07 Feb 2022
Featherweight Assisted Vulnerability DiscoveryInformation and Software Technology (IST), 2022 D. Binkley Leon Moonen Sibren Isaacman AAML 68 0 0 06 Feb 2022
DeepRNG: Towards Deep Reinforcement Learning-Assisted Generative Testing of Software Chuan-Yung Tsai Graham W. Taylor 90 3 0 29 Jan 2022
HEAT: Hyperedge Attention Networks Dobrik Georgiev Marc Brockschmidt Miltiadis Allamanis GNN 219 18 0 28 Jan 2022
VUDENC: Vulnerability Detection with Deep Learning on a Natural Codebase for PythonInformation and Software Technology (IST), 2022 Laura Wartschinski Yannic Noller Thomas Vogel Timo Kehrer L. Grunske 124 104 0 20 Jan 2022

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A Survey of Machine Learning for Big Code and Naturalness

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