代码大模型 / AI 编程

Toward a Theory of Causation for Interpreting Neural Code Models

David N. Palacio, Alejandro Velasco, Nathan Cooper, Alvaro Rodriguez, Kevin Moran, Denys Poshyvanyk

专题命中 其他AI编程 ：code model(title,abstract)；分类 cs.SE、cs.AI、cs.LG

Comments Accepted to appear in IEEE Transactions on Software Engineering

Towards Efficient Fine-tuning of Pre-trained Code Models: An Experimental Study and Beyond

Ensheng Shi, Yanlin Wang, Hongyu Zhang, Lun Du, Shi Han, Dongmei Zhang, Hongbin Sun

专题命中 其他AI编程 ：code model(title,abstract)；分类 cs.SE、cs.CL、cs.AI

Comments Accepted by ISSTA 2023 (The 32nd ACM SIGSOFT International Symposium on Software Testing and Analysis)

Deep Learning for Source Code Modeling and Generation: Models, Applications and Challenges

Triet H. M. Le, Hao Chen, M. Ali Babar

专题命中 其他AI编程 ：code model(title,abstract)；分类 cs.SE、cs.AI、cs.LG

Journal ref ACM Comput. Surv., 53, 3 (2020), Article 62

A Black-Box Attack on Code Models via Representation Nearest Neighbor Search

Jie Zhang, Wei Ma, Qiang Hu, Shangqing Liu, Xiaofei Xie, Yves Le Traon, Yang Liu

专题命中 其他AI编程 ：code model(title,abstract)；分类 cs.SE、cs.AI

Fine-Tuning Pre-Trained Code Models for AI-Generated Code Detection

针对AI生成代码检测的预训练代码模型微调

Jany-Gabriel Ispas, Sergiu Nisioi

机构 * Human Language Technologies Research Center（人类语言技术研究中心） ； Faculty of Mathematics and Computer Science（数学与计算机科学系） ； University of Bucharest（布加勒斯特大学） 纠错

专题命中 其他AI编程 ：code model(title,abstract)；分类 cs.CL

AI总结 本文提出通过微调四个预训练代码模型，解决AI生成代码二分类和生成模型归因问题，取得较高宏F1分数。

Comments Archaeology at SemEval-2026 Task 13

Transferable Backdoor Attacks for Code Models via Sharpness-Aware Adversarial Perturbation

通过尖锐性感知对抗扰动实现代码模型的可迁移后门攻击

Shuyu Chang, Haiping Huang, Yanjun Zhang, Yujin Huang, Fu Xiao, Leo Yu Zhang

专题命中 其他AI编程 ：code model(title,abstract)；分类 cs.SE

AI总结 STAB通过尖锐性感知对抗扰动实现代码模型的可迁移后门攻击，提升攻击的可转移性和隐蔽性。

Comments 9 pages, 5 figures, Accepted at AAAI 2026

Semantically-Equivalent Transformations-Based Backdoor Attacks against Neural Code Models: Characterization and Mitigation

基于语义等价变换的神经代码模型后门攻击：特性与缓解

Junyao Ye, Zhen Li, Xi Tang, Shouhuai Xu, Deqing Zou, Zhongsheng Yuan

专题命中 其他AI编程 ：code model(title,abstract)；分类 cs.SE

AI总结 本文提出基于语义等价变换的后门攻击方法，通过低频代码变换生成隐蔽触发器，实验显示其高成功率和隐蔽性，揭示了现有防御措施的不足。

Poisoned Source Code Detection in Code Models

Ehab Ghannoum, Mohammad Ghafari

专题命中 其他AI编程 ：code model(title,abstract)；分类 cs.LG

Journal ref Journal of Systems and Software, Volume 226, 2025, 112384, ISSN 0164-1212

CodePurify: Defend Backdoor Attacks on Neural Code Models via Entropy-based Purification

Fangwen Mu, Junjie Wang, Zhuohao Yu, Lin Shi, Song Wang, Mingyang Li, Qing Wang

专题命中 其他AI编程 ：code model(title,abstract)；分类 cs.LG

Unveiling Memorization in Code Models

Zhou Yang, Zhipeng Zhao, Chenyu Wang, Jieke Shi, Dongsun Kim, DongGyun Han, David Lo

专题命中 其他AI编程 ：code model(title,abstract)；分类 cs.SE

Comments 13 pages, Camera-Ready Version that will appear in ICSE 2024

Code Models are Zero-shot Precondition Reasoners

Lajanugen Logeswaran, Sungryull Sohn, Yiwei Lyu, Anthony Zhe Liu, Dong-Ki Kim, Dongsub Shim, Moontae Lee, Honglak Lee

专题命中 其他AI编程 ：code model(title,abstract)；分类 cs.AI

Comments Neurips Foundation Models for Decision Making Workshop 2023

Stealthy Backdoor Attack for Code Models

Zhou Yang, Bowen Xu, Jie M. Zhang, Hong Jin Kang, Jieke Shi, Junda He, David Lo

专题命中 其他AI编程 ：code model(title,abstract)；分类 cs.SE

Comments 18 pages, Under review of IEEE Transactions on Software Engineering

On-the-fly Improving Performance of Deep Code Models via Input Denoising

Zhao Tian, Junjie Chen, Xiangyu Zhang

专题命中 其他AI编程 ：code model(title,abstract)；分类 cs.SE

Comments Accepted by ASE 2023

Code Difference Guided Adversarial Example Generation for Deep Code Models

Zhao Tian, Junjie Chen, Zhi Jin

专题命中 其他AI编程 ：code model(title,abstract)；分类 cs.SE

Comments Accepted by ASE 2023

SE Factual Knowledge in Frozen Giant Code Model: A Study on FQN and its Retrieval

Qing Huang, Dianshu Liao, Zhenchang Xing, Zhiqiang Yuan, Qinghua Lu, Xiwei Xu, Jiaxing Lu

专题命中 其他AI编程 ：code model(title,abstract)；分类 cs.SE

DSCMC: Distributed Stateless Code Model Checker

Elaheh Ghassabani, Mohammad Abdollahi Azgomi

专题命中 其他AI编程 ：code model(title,abstract)；分类 cs.PL

Journal ref Trustworthy Computing Laboratory, School of Computer Engineering, Iran University of Science and Technology, Tehran, Iran, 2014

Do Code Models Suffer from the Dunning-Kruger Effect?

Mukul Singh, Somya Chatterjee, Arjun Radhakrishna, Sumit Gulwani

机构 * Microsoft（微软） 纠错

专题命中 其他AI编程 ：code model(title)；分类 cs.SE、cs.CL、cs.AI

Unfolding the Toric Code Model with Emergent Qubits

Brijesh Kumar

专题命中 其他AI编程 ：code model(title,abstract)

Comments 9 pages, 7 captioned figures

Journal ref J. Phys. Soc. Jpn. 94, 034001 (2025)

Gaining insights on anyon condensation and 1-form symmetry breaking across a topological phase transition in a deformed toric code model

Joe Huxford, Dung Xuan Nguyen, Yong Baek Kim

专题命中 其他AI编程 ：code model(title,abstract)

Comments 19 pages plus 13 pages of appendices, 8 figures, Submission to Scipost, v2: references added, typos fixed, added comments on 't Hooft anomalies, v3: new section about more general models

Journal ref SciPost Phys. 15, 253 (2023)

Correlation inequalities for the uniform 8-vertex model and the toric code model

Jakob E. Björnberg, Benjamin Lees

专题命中 其他AI编程 ：code model(title,abstract)

Comments 23 pages, 5 figures. Comments welcome

Low-energy effective theory of the toric code model in a parallel field

J. Vidal, S. Dusuel, K. P. Schmidt

专题命中 其他AI编程 ：code model(title,abstract)

Comments 5 pages, 3 figures, typos in Eq.(6) corrected

Journal ref Phys. Rev. B 79, 033109 (2009)

Defects in the 3-dimensional toric code model form a braided fusion 2-category

Liang Kong, Yin Tian, Zhi-Hao Zhang

专题命中 其他AI编程 ：code model(title,abstract)

Comments 30 pages, 29 figures. Comments are welcome

Journal ref J. High Energ. Phys. 2020, 78 (2020)

Dynamical Quantum Phase Transitions in Extended Toric-Code Models

Vatshal Srivastav, Utso Bhattacharya, Amit Dutta

专题命中 其他AI编程 ：code model(title,abstract)

Comments 9 pages, 7 figures

Journal ref Phys. Rev. B 100, 144203 (2019)

Phase transition in a noisy Kitaev toric code model

Mohammad Hossein Zarei, Afshin Montakhab

专题命中 其他AI编程 ：code model(title,abstract)

Comments 10 page, 7 figure, submitted to Physical Review A

Journal ref Phys. Rev. A 99, 052312 (2019)

Hydrocode modeling of the spallation process during hypervelocity impacts: Implications for the ejection of Martian meteorites

Kosuke Kurosawa, Takaya Okamoto, Hidenori Genda

专题命中 其他AI编程 ：code model(title,abstract)

Comments 67 pages, 28 figures, accepted for publication in Icarus

A Rényi entropy perspective on topological order in classical toric code models

Johannes Helmes, Jean-Marie Stéphan, Simon Trebst

专题命中 其他AI编程 ：code model(title,abstract)

Comments 17 pages, 19 figures

Journal ref Phys. Rev. B 92, 125144 (2015)

Interacting Anyonic Fermions in a Two-Body Color Code Model

H. Bombin, M. Kargarian, M. A. Martin-Delgado

专题命中 其他AI编程 ：code model(title,abstract)

Comments RevTeX 4, 2 figures, longer version

Journal ref Phys.Rev.B80:075111,2009

Majorana Edge States for Z2 Topological Orders of the Wen-plaquette Model and the Toric-code Model

Jing Yu, Xing-Hai Zhang, Su-Peng Kou

专题命中 其他AI编程 ：code model(title,abstract)

Comments 9 pages, 12 figures

Emergent Supersymmetric Many-Body Systems in Doped Z2 Topological Spin Liquid of the Toric-Code Model

Jing He, Jing Yu, Xing-Hai Zhang, Su-Peng Kou

专题命中 其他AI编程 ：code model(title,abstract)

Comments 4.5 pages, 3 figures

Phase diagram of the toric code model in a parallel magnetic field

Fengcheng Wu, Youjin Deng, Nikolay Prokof'ev

专题命中 其他AI编程 ：code model(title,abstract)

Comments 8 pages, 17 figures

Journal ref Phys. Rev. B 85, 195104 (2012)