代码大模型 / AI 编程

Tadashi: Enabling AI-Based Automated Code Generation With Guaranteed Correctness

Emil Vatai, Aleksandr Drozd, Ivan R. Ivanov, Joao E. Batista, Yinghao Ren, Mohamed Wahib

机构 * RIKEN Center for Computational Science（日本计算科学中心） 纠错

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.LG

Comments Submitted to SC25

ReChisel: Effective Automatic Chisel Code Generation by LLM with Reflection

Juxin Niu, Xiangfeng Liu, Dan Niu, Xi Wang, Zhe Jiang, Nan Guan

机构 * Department of Computer Science, City University of Hong Kong（香港城市大学计算机科学系） ； School of Computer Science and Engineering, Northeastern University（东北大学计算机科学与工程学院） ； School of Automation, Southeast University（东南大学自动化学院） ； National Center of Technology Innovation for EDA, China（中国EDA技术创新国家中心） ； School of Integrated Circuits, Southeast University（东南大学集成电路学院） 纠错

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.AI

Comments Accepted to DAC 2025

UICopilot: Automating UI Synthesis via Hierarchical Code Generation from Webpage Designs

Yi Gui, Zhen Li, Zhongyi Zhang, Yao Wan, Dongping Chen, Hongyu Zhang, Yi Su, Bohua Chen, Xing Zhou, Wenbin Jiang, Xiangliang Zhang

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE

Comments WWW' 2025

Bridging the Language Gap: Enhancing Multilingual Prompt-Based Code Generation in LLMs via Zero-Shot Cross-Lingual Transfer

Mingda Li, Abhijit Mishra, Utkarsh Mujumdar

机构 * Department of Statistics and Data Science, Yale University（耶鲁大学统计与数据科学系） ； School of Information, University of Texas at Austin（德克萨斯大学奥斯汀分校信息学院） 纠错

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.CL

Comments Accepted and to appear in IJCNN 2025

CodeBC: A More Secure Large Language Model for Smart Contract Code Generation in Blockchain

Lingxiang Wang, Hainan Zhang, Qinnan Zhang, Ziwei Wang, Hongwei Zheng, Jin Dong, Zhiming Zheng

机构 * State Key Laboratory of Complex & Critical Software Environment, Beihang University（复杂与关键软件环境国家重点实验室，北京航空航天大学） ； School of Artificial Intelligence, Beihang University（人工智能学院，北京航空航天大学） ； Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing（未来区块链与隐私计算北京先进创新中心） ； Beijing Academy of Blockchain and Edge Computing, BABEC（区块链与边缘计算北京研究院，BABEC） 纠错

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.AI

AutoDroid-V2: Boosting SLM-based GUI Agents via Code Generation

Hao Wen, Shizuo Tian, Borislav Pavlov, Wenjie Du, Yixuan Li, Ge Chang, Shanhui Zhao, Jiacheng Liu, Yunxin Liu, Ya-Qin Zhang, Yuanchun Li

机构 * Institute for AI Industry Research (AIR), Tsinghua University（人工智能产业研究院（AIR），清华大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Beijing Academy of Artificial Intelligence (BAAI)（北京人工智能研究院） 纠错

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.AI

Comments 13 pages, 5 figures

ReasoningV: Efficient Verilog Code Generation with Adaptive Hybrid Reasoning Model

Haiyan Qin, Zhiwei Xie, Jingjing Li, Liangchen Li, Xiaotong Feng, Junzhan Liu, Wang Kang

机构 * National Key Laboratory of Spintronics, Hangzhou International Innovation Institute（国家磁电子重点实验室、杭州国际创新研究院） ； School of Integrated Circuit Science and Engineering, Beihang University（集成电路科学与工程学院、北京航空航天大学） 纠错

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.AI

Comments 9 pages, 4 figures

Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection

Bo Lin, Shangwen Wang, Yihao Qin, Liqian Chen, Xiaoguang Mao

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE

Inducing Vulnerable Code Generation in LLM Coding Assistants

Binqi Zeng, Quan Zhang, Chijin Zhou, Gwihwan Go, Yu Jiang, Heyuan Shi

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE

Data-efficient LLM Fine-tuning for Code Generation

Weijie Lv, Xuan Xia, Sheng-Jun Huang

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.CL

Comments arXiv admin note: text overlap with arXiv:2408.02193

RETROcode: Leveraging a Code Database for Improved Natural Language to Code Generation

Nathanaël Beau, Benoît Crabbé

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.CL

What Makes Large Language Models Reason in (Multi-Turn) Code Generation?

Kunhao Zheng, Juliette Decugis, Jonas Gehring, Taco Cohen, Benjamin Negrevergne, Gabriel Synnaeve

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.CL

Comments Published as a conference paper at ICLR 2025

Smoke and Mirrors: Jailbreaking LLM-based Code Generation via Implicit Malicious Prompts

Sheng Ouyang, Yihao Qin, Bo Lin, Liqian Chen, Xiaoguang Mao, Shangwen Wang

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE

ROCODE: Integrating Backtracking Mechanism and Program Analysis in Large Language Models for Code Generation

Xue Jiang, Yihong Dong, Yongding Tao, Huanyu Liu, Zhi Jin, Wenpin Jiao, Ge Li

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE

Comments ICSE 2025

Human or LLM? A Comparative Study on Accessible Code Generation Capability

Hyunjae Suh, Mahan Tafreshipour, Sam Malek, Iftekhar Ahmed

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE

Uncertainty-Guided Chain-of-Thought for Code Generation with LLMs

Yuqi Zhu, Ge Li, Xue Jiang, Jia Li, Hong Mei, Zhi Jin, Yihong Dong

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE

When LLMs Meet API Documentation: Can Retrieval Augmentation Aid Code Generation Just as It Helps Developers?

Jingyi Chen, Songqiang Chen, Jialun Cao, Jiasi Shen, Shing-Chi Cheung

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE

Aligning Crowd-sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models

Man Fai Wong, Chee Wei Tan

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.AI

The KoLMogorov Test: Compression by Code Generation

Ori Yoran, Kunhao Zheng, Fabian Gloeckle, Jonas Gehring, Gabriel Synnaeve, Taco Cohen

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.CL

TFHE-Coder: Evaluating LLM-agentic Fully Homomorphic Encryption Code Generation

Mayank Kumar, Jiaqi Xue, Mengxin Zheng, Qian Lou

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.LG

Comments 8 pages, 7 figures

Prompt Alchemy: Automatic Prompt Refinement for Enhancing Code Generation

Sixiang Ye, Zeyu Sun, Guoqing Wang, Liwei Guo, Qingyuan Liang, Zheng Li, Yong Liu

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation

Naizhu Jin, Zhong Li, Yinggang Guo, Chao Su, Tian Zhang, Qingkai Zeng

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE

Comments UNDER REVIEW

A Survey on Evaluating Large Language Models in Code Generation Tasks

Liguo Chen, Qi Guo, Hongrui Jia, Zhengran Zeng, Xin Wang, Yijiang Xu, Jian Wu, Yidong Wang, Qing Gao, Jindong Wang, Wei Ye, Shikun Zhang

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE

Beyond Natural Language Perplexity: Detecting Dead Code Poisoning in Code Generation Datasets

Chi-Chien Tsai, Chia-Mu Yu, Ying-Dar Lin, Yu-Sung Wu, Wei-Bin Lee

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.CL

UniGenCoder: Merging Seq2Seq and Seq2Tree Paradigms for Unified Code Generation

Liangying Shao, Yanfu Yan, Denys Poshyvanyk, Jinsong Su

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.CL

Comments accepted to 47th International Conference on Software Engineering (ICSE 2025), NIER track

Studying How Configurations Impact Code Generation in LLMs: the Case of ChatGPT

Benedetta Donato, Leonardo Mariani, Daniela Micucci, Oliviero Riganelli

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE

Programmers Aren't Obsolete Yet: A Syllabus for Teaching CS Students to Responsibly Use Large Language Models for Code Generation

Bruno Pereira Cipriano, Lúcio Studer Ferreira

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE

Comments This is the author's version of the work. It is posted here for your personal use. Not for redistribution

Boost, Disentangle, and Customize: A Robust System2-to-System1 Pipeline for Code Generation

Kounianhua Du, Hanjing Wang, Jianxing Liu, Jizheng Chen, Xinyi Dai, Yasheng Wang, Ruiming Tang, Yong Yu, Jun Wang, Weinan Zhang

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.AI

On the Effectiveness of Large Language Models in Domain-Specific Code Generation

Xiaodong Gu, Meng Chen, Yalan Lin, Yuhan Hu, Hongyu Zhang, Chengcheng Wan, Zhao Wei, Yong Xu, Juhong Wang

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE

Comments Accepted by the ACM Transactions on Software Engineering and Methodology (TOSEM 2024)

Towards Understanding the Characteristics of Code Generation Errors Made by Large Language Models

Zhijie Wang, Zijie Zhou, Da Song, Yuheng Huang, Shengmai Chen, Lei Ma, Tianyi Zhang

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE

Comments To appear in the 47th IEEE/ACM Conference on Software Engineering (ICSE 2025). The first three authors contributed equally to this work