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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
From Code Foundation Models to Agents and Applications: A Comprehensive Survey and Practical Guide to Code Intelligence J. Yang Wei Emma Zhang Shark Liu J. Wu Shawn Guo ... Zizheng Zhan Jiajun Zhang Jie Zhang Zhaoxiang Zhang Bo Zheng LLMAG ALM ELM 776 0 0 23 Nov 2025
Scaling Laws for Code: A More Data-Hungry Regime Xianzhen Luo Wenzhen Zheng Qingfu Zhu Rongyi Zhang Houyi Li Siming Huang YuanTao Fan Wanxiang Che ALM 100 2 0 09 Oct 2025
DeepCodeSeek: Real-Time API Retrieval for Context-Aware Code Generation Esakkivel Esakkiraja Denis Akhiyarov Aditya Shanmugham Chitra Ganapathy 60 0 0 30 Sep 2025
RANGER -- Repository-Level Agent for Graph-Enhanced Retrieval Pratik Shah Rajat Ghosh Aryan Singhal Debojyoti Dutta 140 0 0 27 Sep 2025
On the Soundness and Consistency of LLM Agents for Executing Test Cases Written in Natural Language Sébastien Salva Redha Taguelmimt LLMAG 176 0 0 23 Sep 2025
Discovering Software Parallelization Points Using Deep Neural Networks Izavan dos S. Correia Henrique C. T. Santos Tiago Ferreira 72 0 0 05 Sep 2025
The Gold Medals in an Empty Room: Diagnosing Metalinguistic Reasoning in LLMs with Camlang Fenghua Liu Yulong Chen Yixuan Liu Zhujun Jin Solomon Tsai Ming Zhong ReLM LRM 167 0 0 30 Aug 2025
Previously on... Automating Code Review Robert Heumüller Frank Ortmeier 49 1 0 25 Aug 2025
The Fools are Certain; the Wise are Doubtful: Exploring LLM Confidence in Code Completion Zoe Kotti Konstantina Dritsa D. Spinellis Panos Louridas 104 2 0 22 Aug 2025
RAG for Geoscience: What We Expect, Gaps and Opportunities Runlong Yu Shiyuan Luo Rahul Ghosh Jinkui Chi Yiqun Xie Xiaowei Jia 117 1 0 15 Aug 2025
Vibe Coding as a Reconfiguration of Intent Mediation in Software Development: Definition, Implications, and Research Agenda Christian Meske Tobias Hermanns Esther von der Weiden Kai-Uwe Loser Thorsten Berger 143 7 0 29 Jul 2025
Automated Code Review Using Large Language Models with Symbolic ReasoningInternational Service Availability Symposium (ISAS), 2025 Busra Icoz Goksel Biricik LRM 146 0 0 24 Jul 2025
AlgoTune: Can Language Models Speed Up General-Purpose Numerical Programs? Ori Press Brandon Amos Haoyu Zhao Yikai Wu Samuel K. Ainsworth ... K. Lieret Hanlin Zhang Shirley Huang Matthias Bethge Ofir Press ALM ELM LM&MA 262 4 0 19 Jul 2025
Directed Acyclic Graph Convolutional Networks Samuel Rey Hamed Ajorlou Gonzalo Mateos GNN CML AI4CE 176 0 0 13 Jun 2025
Deconstructing Obfuscation: A four-dimensional framework for evaluating Large Language Models assembly code deobfuscation capabilities Anton Tkachenko Dmitrij Suskevic Benjamin Adolphi 279 1 0 26 May 2025
Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Michele Carissimi Martina Saletta C. Ferretti 154 1 0 24 Apr 2025
A Large-scale Class-level Benchmark Dataset for Code Generation with LLMs Musfiqur Rahman SayedHassan Khatoonabadi Emad Shihab ALM 235 2 0 22 Apr 2025
TD-Suite: All Batteries Included Framework for Technical Debt Classification Karthik Shivashankar Antonio Martini 133 1 0 15 Apr 2025
Bringing Structure to Naturalness: On the Naturalness of ASTs Profir-Petru Pârţachi Mahito Sugiyama 186 1 0 11 Apr 2025
Towards an Understanding of Context Utilization in Code Intelligence Yanlin Wang Kefeng Duan Dewu Zheng Ensheng Shi F. Zhang ... Xilin Liu Yuchi Ma Hongyu Zhang Qianxiang Wang Zibin Zheng 244 3 0 11 Apr 2025
Deep Learning-based Intrusion Detection Systems: A Survey Zhiwei Xu Yujuan Wu Shiheng Wang Jiabao Gao Tian Qiu Ziqi Wang Hai Wan Xibin Zhao 311 15 0 10 Apr 2025
Semantic Mastery: Enhancing LLMs with Advanced Natural Language Understanding Mohanakrishnan Hariharan 139 2 0 01 Apr 2025
Enhancing Code LLM Training with Programmer Attention Y. Zhang Chen Huang Z. Karas Dung T. Nguyen Kevin Leach Yu Huang 345 2 0 19 Mar 2025
Aligning Crowd-sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language ModelsIEEE Transactions on Big Data (IEEE Trans. Big Data), 2025 M. Wong C. Tan ALM 295 15 0 19 Mar 2025
Fully Autonomous Programming using Iterative Multi-Agent Debugging with Large Language ModelsACM Transactions on Evolutionary Learning and Optimization (TELO), 2025 Anastasiia Grishina Vadim Liventsev Aki Härmä Leon Moonen ELM 331 3 0 10 Mar 2025
LoRACode: LoRA Adapters for Code Embeddings Saumya Chaturvedi Aman Chadha Laurent Bindschaedler 333 0 0 07 Mar 2025
Empirical evaluation of LLMs in predicting fixes of Configuration bugs in Smart Home System Sheikh Moonwara Anjum Monisha Atul Bharadwaj 181 0 0 16 Feb 2025
Should Code Models Learn Pedagogically? A Preliminary Evaluation of Curriculum Learning for Real-World Software Engineering TasksIEEE Working Conference on Mining Software Repositories (MSR), 2025 Kyi Shin Khant Hong Yi Lin Patanamon Thongtanunam ELM 314 0 0 06 Feb 2025
Process-Supervised Reinforcement Learning for Code Generation Yufan Ye Ting Zhang Wenbin Jiang Hua Huang OffRL LRM SyDa 318 14 0 03 Feb 2025
From Critique to Clarity: A Pathway to Faithful and Personalized Code Explanations with Large Language Models Zexing Xu Zhuang Luo Yichuan Li Kyumin Lee S. Rasoul Etesami 305 1 0 28 Jan 2025
Deep Learning-Based Identification of Inconsistent Method Names: How Far Are We?Empirical Software Engineering (EMSE), 2024 Taiming Wang Yuxia Zhang Lin Jiang Yi Tang Guangjie Li Hui Liu 359 4 0 22 Jan 2025
Cracks in The Stack: Hidden Vulnerabilities and Licensing Risks in LLM Pre-Training Datasets Mahmoud Jahanshahi Audris Mockus AAML 112 2 0 05 Jan 2025
Enhancing Code LLMs with Reinforcement Learning in Code Generation: A Survey Junqiao Wang Zeng Zhang Yangfan He Yuyang Song Lewei He ... Tang Jingqun Guangwu Qian Keqin Li Qiuwu Chen Lewei He 541 83 0 29 Dec 2024
EnStack: An Ensemble Stacking Framework of Large Language Models for Enhanced Vulnerability Detection in Source CodeBigData Congress [Services Society] (BSS), 2024 Shahriyar Zaman Ridoy Md. Shazzad Hossain Shaon A. Cuzzocrea Mst. Shapna Akter 217 6 0 25 Nov 2024
Mastering the Craft of Data Synthesis for CodeLLMsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 Meng Chen Philip Arthur Qianyu Feng Cong Duy Vu Hoang Yu-Heng Hong ... Mark Johnson Kemal Kurniawan Don Dharmasiri Long Duong Yuan-Fang Li SyDa 598 3 0 16 Oct 2024
In-Context Code-Text Learning for Bimodal Software Engineering Xunzhu Tang Liran Wang Yonghui Liu Linzheng Chai Jian Yang Zhoujun Li Haoye Tian Jacques Klein Tegawende F. Bissyande 278 1 0 08 Oct 2024
Leveraging Reviewer Experience in Code Review Comment GenerationACM Transactions on Software Engineering and Methodology (TOSEM), 2024 Hong Yi Lin Patanamon Thongtanunam Christoph Treude Michael W. Godfrey Chunhua Liu Wachiraphan Charoenwet 220 4 0 17 Sep 2024
HyperAgent: Generalist Software Engineering Agents to Solve Coding Tasks at Scale Huy N. Phan Phong X. Nguyen P. Nguyen Nghi D. Q. Bui LLMAG 349 31 0 09 Sep 2024
A Joint Learning Model with Variational Interaction for Multilingual Program TranslationInternational Conference on Automated Software Engineering (ASE), 2024 Yali Du Hui Sun Ming Li 324 5 0 25 Aug 2024
Is Generative AI the Next Tactical Cyber Weapon For Threat Actors? Unforeseen Implications of AI Generated Cyber Attacks Yusuf Usman Aadesh Upadhyay P. Gyawali Robin Chataut AAML 231 6 0 23 Aug 2024
Deep Code Search with Naming-Agnostic Contrastive Multi-View LearningACM Transactions on Knowledge Discovery from Data (TKDD), 2024 Jiadong Feng Wei Li Suhuang Wu Zhao Wei Yong Xu Juhong Wang Hui Li 165 2 0 18 Aug 2024
MIREncoder: Multi-modal IR-based Pretrained Embeddings for Performance Optimizations Akash Dutta Ali Jannesari 219 3 0 02 Jul 2024
AgileCoder: Dynamic Collaborative Agents for Software Development based on Agile Methodology Minh Huynh Nguyen Thang Phan Chau Phong X. Nguyen Nghi D. Q. Bui 290 36 0 16 Jun 2024
Morescient GAI for Software EngineeringACM Transactions on Software Engineering and Methodology (TOSEM), 2024 Marcus Kessel Colin Atkinson SyDa 223 4 0 07 Jun 2024
Requirements are All You Need: The Final Frontier for End-User Software Engineering Diana Robinson Christian Cabrera Andrew D. Gordon Neil D. Lawrence Lars Mennen 213 10 0 22 May 2024
A Systematic Evaluation of Large Language Models for Natural Language Generation TasksChina National Conference on Chinese Computational Linguistics (CCL), 2024 Xuanfan Ni Piji Li ELM LRM 173 13 0 16 May 2024
Convolutional Learning on Directed Acyclic GraphsAsilomar Conference on Signals, Systems and Computers (ACSSC), 2024 Samuel Rey Hamed Ajorlou Gonzalo Mateos CML AI4CE GNN 191 7 0 05 May 2024
Exploring and Unleashing the Power of Large Language Models in Automated Code Translation Zhen Yang Fang Liu Zhongxing Yu J. Keung Jia Li Shuo Liu Yifan Hong Xiaoxue Ma Zhi Jin Ge Li 304 125 0 23 Apr 2024
Vulnerability Detection with Code Language Models: How Far Are We? Yangruibo Ding Yanjun Fu Omniyyah Ibrahim Chawin Sitawarin Xinyun Chen Basel Alomair David Wagner Baishakhi Ray Yizheng Chen AAML 253 139 0 27 Mar 2024
Genetic Auto-prompt Learning for Pre-trained Code Intelligence Language Models Chengzhe Feng Yanan Sun Ke Li Pan Zhou Jiancheng Lv Aojun Lu 289 3 0 20 Mar 2024