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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
Code Sophistication: From Code Recommendation to Logic Recommendation Jessie Galasso Michalis Famelis H. Sahraoui 146 1 0 19 Jan 2022
Borrowing from Similar Code: A Deep Learning NLP-Based Approach for Log Statement Automation Sina Gholamian Paul A. S. Ward 104 3 0 02 Dec 2021
Leveraging Unsupervised Learning to Summarize APIs Discussed in Stack OverflowIEEE Working Conference on Source Code Analysis and Manipulation (SCAM), 2021 AmirHossein Naghshzan Latifa Guerrouj Olga Baysal 141 18 0 27 Nov 2021
Senatus -- A Fast and Accurate Code-to-Code Recommendation Engine Fran Silavong Sean J. Moran Antonios Georgiadis Rohan Saphal R. Otter 113 11 0 05 Nov 2021
Code2Snapshot: Using Code Snapshots for Learning Representations of Source CodeInternational Conference on Machine Learning and Applications (ICMLA), 2021 Md Rafiqul Islam Rabin Mohammad Amin Alipour 200 5 0 01 Nov 2021
A Survey on Machine Learning Techniques for Source Code Analysis Tushar Sharma M. Kechagia Stefanos Georgiou Rohit Tiwari Indira Vats Hadi Moazen Federica Sarro 226 72 0 18 Oct 2021
Using Document Similarity Methods to create Parallel Datasets for Code Translation Mayank Agarwal Kartik Talamadupula Fernando Martinez Stephanie Houde Michael J. Muller John T. Richards Steven I. Ross Justin D. Weisz SyDa 110 9 0 11 Oct 2021
Capturing Structural Locality in Non-parametric Language Models Frank F. Xu Junxian He Graham Neubig Vincent J. Hellendoorn 266 14 0 06 Oct 2021
Learning to Superoptimize Real-world Programs Alex Shypula Pengcheng Yin Jeremy Lacomis Claire Le Goues Edward N. Schwartz Graham Neubig NAI 307 10 0 28 Sep 2021
Self-Supervised Learning to Prove Equivalence Between Straight-Line Programs via Rewrite Rules Steve Kommrusch Monperrus Martin L. Pouchet 246 10 0 22 Sep 2021
CompilerGym: Robust, Performant Compiler Optimization Environments for AI Research Chris Cummins Bram Wasti Jiadong Guo Brandon Cui Jason Ansel ... Jia-Wei Liu O. Teytaud Benoit Steiner Yuandong Tian Hugh Leather 224 99 0 17 Sep 2021
Leveraging Code Clones and Natural Language Processing for Log Statement PredictionInternational Conference on Automated Software Engineering (ASE), 2021 Sina Gholamian 76 10 0 08 Sep 2021
Program Merge Conflict Resolution via Neural Transformers Alexey Svyatkovskiy Sarah Fakhoury Negar Ghorbani Todd Mytkowicz Elizabeth Dinella Christian Bird Jinu Jang Neel Sundaresan Shuvendu K. Lahiri MoMe 239 30 0 31 Aug 2021
Retrieval Augmented Code Generation and SummarizationConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Md. Rizwan Parvez W. Ahmad Saikat Chakraborty Baishakhi Ray Kai-Wei Chang 244 232 0 26 Aug 2021
Learning GraphQL Query Costs (Extended Version) Georgios Mavroudeas Guillaume Baudart Alan Cha Martin Hirzel Jim Laredo M. Magdon-Ismail Louis Mandel Erik Wittern 141 3 0 25 Aug 2021
Program Synthesis with Large Language Models Jacob Austin Augustus Odena Maxwell Nye Maarten Bosma Henryk Michalewski ... Ellen Jiang Carrie J. Cai Michael Terry Quoc V. Le Charles Sutton ELM AIMat ReCod ALM 402 2,808 0 16 Aug 2021
ProtoTransformer: A Meta-Learning Approach to Providing Student Feedback Mike Wu Noah D. Goodman Chris Piech Chelsea Finn 239 22 0 23 Jul 2021
DeepMutants: Training neural bug detectors with contextual mutations Cedric Richter Heike Wehrheim 144 3 0 14 Jul 2021
Memorization and Generalization in Neural Code Intelligence Models Md Rafiqul Islam Rabin Aftab Hussain Mohammad Amin Alipour Vincent J. Hellendoorn TDI 229 48 0 16 Jun 2021
Assessing the Effectiveness of Syntactic Structure to Learn Code Edit Representations Syed Arbaaz Qureshi Sonu Mehta Ranjita Bhagwan Rahul Kumar 139 3 0 11 Jun 2021
Energy-Based Models for Code Generation under Compilability Constraints Tomasz Korbak Hady ElSahar Marc Dymetman Germán Kruszewski 215 14 0 09 Jun 2021
Understanding Neural Code Intelligence Through Program Simplification Md Rafiqul Islam Rabin Vincent J. Hellendoorn Mohammad Amin Alipour AAML 233 69 0 07 Jun 2021
Proving Equivalence Between Complex Expressions Using Graph-to-Sequence Neural Models Steven J Kommrusch Théo Barollet L. Pouchet 113 6 0 01 Jun 2021
Learning to Extend Program Graphs to Work-in-Progress Code Xuechen Li Chris J. Maddison Daniel Tarlow 168 2 0 28 May 2021
CoSQA: 20,000+ Web Queries for Code Search and Question AnsweringAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Junjie Huang Duyu Tang Linjun Shou Ming Gong Ke Xu Daxin Jiang Ming Zhou Nan Duan 266 137 0 27 May 2021
Directed Acyclic Graph Network for Conversational Emotion RecognitionAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Weizhou Shen Siyue Wu Yunyi Yang Xiaojun Quan 306 294 0 27 May 2021
Self-Supervised Bug Detection and RepairNeural Information Processing Systems (NeurIPS), 2021 Miltiadis Allamanis Henry Jackson-Flux Marc Brockschmidt 250 127 0 26 May 2021
CodeNet: A Large-Scale AI for Code Dataset for Learning a Diversity of Coding Tasks Ruchi Puri David S. Kung G. Janssen Wei Zhang Giacomo Domeniconi ... Saurabh Pujar Shyam Ramji Ulrich Finkler Susan Malaika Frederick Reiss 183 321 0 25 May 2021
Neural Transfer Learning for Repairing Security Vulnerabilities in C CodeIEEE Transactions on Software Engineering (TSE), 2021 Zimin Chen Steve Kommrusch Monperrus Martin 251 153 0 16 Apr 2021
Perfection Not Required? Human-AI Partnerships in Code TranslationInternational Conference on Intelligent User Interfaces (IUI), 2021 Justin D. Weisz Michael J. Muller Stephanie Houde John T. Richards Steven I. Ross Fernando Martinez Mayank Agarwal Kartik Talamadupula 187 152 0 08 Apr 2021
Variable Name Recovery in Decompiled Binary Code using Constrained Masked Language Modeling Pratyay Banerjee Kuntal Kumar Pal Fish Wang Chitta Baral 155 17 0 23 Mar 2021
Project-Level Encoding for Neural Source Code Summarization of SubroutinesIEEE International Conference on Program Comprehension (ICPC), 2021 Aakash Bansal S. Haque Collin McMillan 144 55 0 22 Mar 2021
API2Com: On the Improvement of Automatically Generated Code Comments Using API DocumentationsIEEE International Conference on Program Comprehension (ICPC), 2021 Ramin Shahbazi Rishab Sharma Fatemeh H. Fard 196 31 0 19 Mar 2021
Generating Adversarial Computer Programs using Optimized ObfuscationsInternational Conference on Learning Representations (ICLR), 2021 Shashank Srikant Sijia Liu Tamara Mitrovska Shiyu Chang Quanfu Fan Gaoyuan Zhang Una-May O’Reilly AAML 194 55 0 18 Mar 2021
Code Completion by Modeling Flattened Abstract Syntax Trees as GraphsAAAI Conference on Artificial Intelligence (AAAI), 2021 Yanlin Wang Hui Li 191 93 0 17 Mar 2021
Embedding Code Contexts for Cryptographic API Suggestion:New Methodologies and Comparisons Ya Xiao Salman Ahmed Wen-Kai Song Xinyang Ge Bimal Viswanath D. Yao 111 5 0 15 Mar 2021
Mining Program Properties From Neural Networks Trained on Source Code Embeddings Martina Saletta C. Ferretti 61 1 0 09 Mar 2021
NeurIPS 2020 NLC2CMD Competition: Translating Natural Language to Bash CommandsNeural Information Processing Systems (NeurIPS), 2021 Mayank Agarwal Tathagata Chakraborti Quchen Fu David Gros Xi Lin Jaron Maene Kartik Talamadupula Zhongwei Teng Jules White 181 16 0 03 Mar 2021
Learning to Make Compiler Optimizations More Effective Rahim Mammadli Marija Selakovic F. Wolf Michael Pradel 199 18 0 24 Feb 2021
Automatic Code Generation using Pre-Trained Language Models Luis Perez Lizi Ottens Sudharshan Viswanathan SyDa ALM 102 26 0 21 Feb 2021
A Survey of Machine Learning for Computer Architecture and SystemsACM Computing Surveys (CSUR), 2021 Nan Wu Yuan Xie AI4TS AI4CE 224 183 0 16 Feb 2021
PalmTree: Learning an Assembly Language Model for Instruction EmbeddingConference on Computer and Communications Security (CCS), 2021 Xuezixiang Li Qu Yu Heng Yin 261 191 0 21 Jan 2021
Content-Based Textual File Type Detection at ScaleInternational Conference on Machine Learning and Computing (ICMLC), 2021 Francesca Del Bonifro M. Gabbrielli Stefano Zacchiroli 66 4 0 21 Jan 2021
Directed Acyclic Graph Neural NetworksInternational Conference on Learning Representations (ICLR), 2021 Veronika Thost Jie Chen GNN AI4CE 652 127 0 20 Jan 2021
Advances in Electron Microscopy with Deep Learning Jeffrey M. Ede 624 3 0 04 Jan 2021
Stack-based Buffer Overflow Detection using Recurrent Neural Networks W. A. Dahl L. Erdődi Fabio Massimo Zennaro 152 16 0 30 Dec 2020
Trex: Learning Execution Semantics from Micro-Traces for Binary Similarity Kexin Pei Zhou Xuan Junfeng Yang Suman Jana Baishakhi Ray 410 111 0 16 Dec 2020
Deep Data Flow Analysis Chris Cummins Hugh Leather Zacharias V. Fisches Tal Ben-Nun Torsten Hoefler Michael F. P. O'Boyle 125 6 0 21 Nov 2020
GRAPHSPY: Fused Program Semantic-Level Embedding via Graph Neural Networks for Dead Store Detection Yixin Guo Pengcheng Li Yingwei Luo Xiaolin Wang Zhenlin Wang GNN 81 1 0 18 Nov 2020
Neural Software AnalysisCommunications of the ACM (CACM), 2020 Michael Pradel S. Chandra NAI 215 36 0 16 Nov 2020