代码大模型 / AI 编程

David vs. Goliath: A comparative study of different-sized LLMs for code generation in the domain of automotive scenario generation

Philipp Bauerfeind, Amir Salarpour, David Fernandez, Pedram MohajerAnsari, Johannes Reschke, Mert D. Pesé

机构 * Clemson University（克莱姆森大学） 纠错

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

Benchmarking Correctness and Security in Multi-Turn Code Generation

Ruchit Rawal, Jeffrey Yang Fan Chiang, Chihao Shen, Jeffery Siyuan Tian, Aastha Mahajan, Tom Goldstein, Yizheng Chen

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

A11YN: aligning LLMs for accessible web UI code generation

Janghan Yoon, Jaegwan Cho, Junhyeok Kim, Jiwan Chung, Jaehyun Jeon, Youngjae Yu

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

Coder as Editor: Code-driven Interpretable Molecular Optimization

Wenyu Zhu, Chengzhu Li, Xiaohe Tian, Yifan Wang, Yinjun Jia, Jianhui Wang, Bowen Gao, Ya-Qin Zhang, Wei-Ying Ma, Yanyan Lan

机构 * Institute for AI Industry Research, Tsinghua University（人工智能产业研究院，清华大学） ； Department of Computer Science and Technology, Tsinghua University（计算机科学与技术系，清华大学） ； School of Pharmaceutical Sciences, Peking University（北京大学药学院） ； University of Electronic Science and Technology of China（电子科技大学） 纠错

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

Cascading Adversarial Bias from Injection to Distillation in Language Models

Harsh Chaudhari, Jamie Hayes, Matthew Jagielski, Ilia Shumailov, Milad Nasr, Alina Oprea

机构 * Northeastern University（东北大学） ； Google Deepmind（谷歌DeepMind） 纠错

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

ChartGalaxy: A Dataset for Infographic Chart Understanding and Generation

Zhen Li, Duan Li, Yukai Guo, Xinyuan Guo, Bowen Li, Lanxi Xiao, Shenyu Qiao, Jiashu Chen, Zijian Wu, Hui Zhang, Xinhuan Shu, Shixia Liu

机构 * Tsinghua University（清华大学） ； Newcastle University（新castle大学） 纠错

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

Comments 58 pages

PathFix: Automated Program Repair with Expected Path

Xu He, Shu Wang, Kun Sun

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE

Comments This is the author's version of a paper accepted at SecDev 2025 (IEEE)

ATGen: Adversarial Reinforcement Learning for Test Case Generation

Qingyao Li, Xinyi Dai, Weiwen Liu, Xiangyang Li, Yasheng Wang, Ruiming Tang, Yong Yu, Weinan Zhang

专题命中 测试生成 ：code generation(abstract)；分类 cs.SE

Signature in Code Backdoor Detection, how far are we?

Quoc Hung Le, Thanh Le-Cong, Bach Le, Bowen Xu

机构 * North Carolina State University（北卡罗来纳州立大学） ； The University of Melbourne（墨尔本大学） 纠错

专题命中 代码评测 ：code model(abstract)；分类 cs.SE、cs.LG

Comments 20 pages, 3 figures

LLM Agents for Automated Web Vulnerability Reproduction: Are We There Yet?

Bin Liu, Yanjie Zhao, Guoai Xu, Haoyu Wang

专题命中 代码评测 ：code generation(abstract)；分类 cs.SE

Efficient Symbolic Computation via Hash Consing

Bowen Zhu, Aayush Sabharwal, Songchen Tan, Yingbo Ma, Alan Edelman, Christopher Rackauckas

专题命中 代码评测 ：code generation(abstract)；分类 cs.PL

Why We Build Local Large Language Models: An Observational Analysis from 35 Japanese and Multilingual LLMs

Koshiro Saito, Sakae Mizuki, Masanari Ohi, Taishi Nakamura, Taihei Shiotani, Koki Maeda, Youmi Ma, Kakeru Hattori, Kazuki Fujii, Takumi Okamoto, Shigeki Ishida, Hiroya Takamura, Rio Yokota, Naoaki Okazaki

机构 * Institute of Science Tokyo（东京科学研究所） ； National Institute of Advanced Industrial Science and Technology（国家先进工业科学与技术研究院） ； NII LLMC（日本信息基础设施中心） 纠错

专题命中 代码评测 ：code generation(abstract)；分类 cs.CL

Comments Accepted as a spotlight at the 1st workshop on Multilingual and Equitable Language Technologies (MELT), COLM 2025

A Survey and Future Outlook on Indoor Location Fingerprinting Privacy Preservation

Amir Fathalizadeh, Vahideh Moghtadaiee, Mina Alishahi

专题命中 代码评测 ：repository(abstract)

Comments Published in Computer Networks

Journal ref Computer Networks 262(2025) 111199

A Hybrid Machine Learning Approach for Synthetic Data Generation with Post Hoc Calibration for Clinical Tabular Datasets

Md Ibrahim Shikder Mahin, Md Shamsul Arefin, Md Tanvir Hasan

机构 * organization= Department of Electrical \& Electronic Engineering, Bangladesh University of Business ； organization= Department of Electrical Engineering ； Computer Science, University of Michigan , country= United States 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.LG

Squeezed Attention: Accelerating Long Context Length LLM Inference

Coleman Hooper, Sehoon Kim, Hiva Mohammadzadeh, Monishwaran Maheswaran, Sebastian Zhao, June Paik, Michael W. Mahoney, Kurt Keutzer, Amir Gholami

专题命中 仓库级理解 ：code generation(abstract)；分类 cs.CL

Comments 22 Pages

Journal ref ACL 2025

A Comprehensive Review of Recommender Systems: Transitioning from Theory to Practice

Shaina Raza, Mizanur Rahman, Safiullah Kamawal, Armin Toroghi, Ananya Raval, Farshad Navah, Amirmohammad Kazemeini

机构 * Vector Institute（向量研究所） ； Independent Researcher（独立研究者） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.AI

Comments we quarterly update of this literature

A Two-Feature Quantitative EEG Index of Pediatric Epilepsy Severity: External Pre-Validation on CHB-MIT and Roadmap to Dravet Cohorts

Khartik Uppalapati, Bora Yimenicioglu, Shakeel Abdulkareem, Bhavya Uppalapati, Viraj Kamath, Adan Eftekhari, Pranav Ayyappan

专题命中 仓库级理解 ：repository(abstract)

PUMA: Secure Inference of LLaMA-7B in Five Minutes

Ye Dong, Wen-jie Lu, Yancheng Zheng, Haoqi Wu, Derun Zhao, Jin Tan, Zhicong Huang, Cheng Hong, Tao Wei, Wenguang Chen

专题命中 仓库级理解 ：repository(abstract)

Journal ref 2025