Large Language Model Unlearning for Source Code.

Yingwei Ma Xue Jiang Yihong Dong Huangzhao Zhang Tangxinyu Wang Zheng Fang Yingwei Ma Rongyu Cao Binhua Li Zhi Jin 0001 Wenpin Jiao Yongbin Li Ge Li 0001 Large Language Model Unlearning for Source Code. 31346-31355 2026 AAAI https://doi.org/10.1609/aaai.v40i37.40398 conf/aaai/2026 db/conf/aaai/aaai2026.html#JiangDZWFMCLJJL26 Zhenhao Zhu Yue Liu 0008 Zhiwei Xu Yingwei Ma Hongcheng Gao Nuo Chen 0002 Yanpei Guo Wenjie Qu 0001 Huiying Xu Zifeng Kang Xinzhong Zhu Jiaheng Zhang ExtendAttack: Attacking Servers of LRMs via Extending Reasoning. 35257-35265 2026 AAAI https://doi.org/10.1609/aaai.v40i41.40833 conf/aaai/2026 db/conf/aaai/aaai2026.html#ZhuLXMGCGQXKZZ26

Jiaran Zhang Luck Ma Yanhao Li Fanqi Wan Di Qi Xu Zhao Jieyi Hou Zhe Xie Mengqiang Ren Xin Wu Zhewei Huang Liangyu Chen Yingwei Ma Qi Han Xiangyu Zhang DockSmith: Scaling Reliable Coding Environments via an Agentic Docker Builder. 2026 February abs/2602.00592 CoRR https://doi.org/10.48550/arXiv.2602.00592 db/journals/corr/corr2602.html#abs-2602-00592 streams/journals/corr

Yingwei Ma Rongyu Cao Yongchang Cao Yue Zhang 0004 Jue Chen Yibo Liu Yuchen Liu Binhua Li Fei Huang 0002 Yongbin Li SWE-GPT: A Process-Centric Language Model for Automated Software Improvement. 2362-2383 2025 2 Proc. ACM Softw. Eng. ISSTA https://doi.org/10.1145/3728981 db/journals/pacmse/pacmse2.html#MaCCZCLLLHL25 streams/journals/pacmse

Cheng Wang Yue Liu 0008 Baolong Bi Duzhen Zhang Zhong-Zhi Li Yingwei Ma Yufei He Shengju Yu Xinfeng Li Junfeng Fang Jiaheng Zhang Bryan Hooi Safety in Large Reasoning Models: A Survey. EMNLP (Findings) 2025 3468-3482 conf/emnlp/2025f https://aclanthology.org/2025.findings-emnlp.185/ db/conf/emnlp/emnlp2025f.html#WangLBZLMHYLFZH25 streams/conf/emnlp Bo Yang Qingping Yang Yingwei Ma Runtao Liu UTMath: A Benchmark for Math Evaluation with Unit Test. EMNLP (Findings) 2025 5899-5915 conf/emnlp/2025f https://aclanthology.org/2025.findings-emnlp.315/ db/conf/emnlp/emnlp2025f.html#YangYML25 streams/conf/emnlp Jie Cheng 0009 Ruixi Qiao Yingwei Ma Binhua Li Gang Xiong 0001 Qinghai Miao Yongbin Li Yisheng Lv Scaling Offline Model-Based RL via Jointly-Optimized World-Action Model Pretraining. 2025 ICLR https://openreview.net/forum?id=T1OvCSFaum conf/iclr/2025 db/conf/iclr/iclr2025.html#0009QML0MLL25 Yue Liu 0008 Xiaoxin He Miao Xiong Jinlan Fu Shumin Deng Yingwei Ma Jiaheng Zhang Bryan Hooi FlipAttack: Jailbreak LLMs via Flipping. 2025 ICML https://proceedings.mlr.press/v267/liu25z.html https://openreview.net/forum?id=IQ4V1yRCJv conf/icml/2025 db/conf/icml/icml2025.html#0008HXFDMZH25 Yingwei Ma Yongbin Li Yihong Dong Xue Jiang Yanhao Li Yue Liu Rongyu Cao Jue Chen Fei Huang 0002 Binhua Li Thinking Longer, Not Larger: Enhancing Software Engineering Agents via Scaling Test-Time Compute. 3730-3741 2025 ASE https://doi.org/10.1109/ASE63991.2025.00309 conf/kbse/2025 db/conf/kbse/ase2025.html#MaLDJLLCCHL25 streams/conf/kbse Yingwei Ma Qingping Yang Rongyu Cao Binhua Li Fei Huang 0002 Yongbin Li Alibaba LingmaAgent: Improving Automated Issue Resolution via Comprehensive Repository Exploration. 238-249 2025 SIGSOFT FSE Companion https://doi.org/10.1145/3696630.3728549 conf/sigsoft/2025c db/conf/sigsoft/fse2025c.html#MaYCL0L25

Yingwei Ma Binhua Li Yihong Dong Xue Jiang Rongyu Cao Jue Chen Fei Huang 0002 Yongbin Li Thinking Longer, Not Larger: Enhancing Software Engineering Agents via Scaling Test-Time Compute. 2025 March abs/2503.23803 CoRR https://doi.org/10.48550/arXiv.2503.23803 db/journals/corr/corr2503.html#abs-2503-23803 streams/journals/corr

Ruihan Gong Yue Liu 0008 Wenjie Qu 0001 Mingzhe Du Yufei He Yingwei Ma Yulin Chen Xiang Liu Yi Wen 0001 Xinfeng Li Ruidong Wang 0001 Xinzhong Zhu Bryan Hooi Jiaheng Zhang Efficient Reasoning via Chain of Unconscious Thought. 2025 May abs/2505.19756 CoRR https://doi.org/10.48550/arXiv.2505.19756 db/journals/corr/corr2505.html#abs-2505-19756 streams/journals/corr

Zhenhao Zhu Yue Liu 0008 Yingwei Ma Hongcheng Gao Nuo Chen 0002 Yanpei Guo Wenjie Qu 0001 Huiying Xu Xinzhong Zhu Jiaheng Zhang ExtendAttack: Attacking Servers of LRMs via Extending Reasoning. 2025 June abs/2506.13737 CoRR https://doi.org/10.48550/arXiv.2506.13737 db/journals/corr/corr2506.html#abs-2506-13737 streams/journals/corr

Xue Jiang Yihong Dong Zheng Fang Yingwei Ma Tangxinyu Wang Rongyu Cao Binhua Li Zhi Jin 0001 Wenpin Jiao Yongbin Li Ge Li 0001 Large Language Model Unlearning for Source Code. 2025 June abs/2506.17125 CoRR https://doi.org/10.48550/arXiv.2506.17125 db/journals/corr/corr2506.html#abs-2506-17125 streams/journals/corr

Dingzirui Wang Xuanliang Zhang Rongyu Cao Longxu Dou Xianzhen Luo Yingwei Ma Qingfu Zhu Wanxiang Che Binhua Li Fei Huang 0002 Yongbin Li Format-Adapter: Improving Reasoning Capability of LLMs by Adapting Suitable Format. 2025 June abs/2506.23133 CoRR https://doi.org/10.48550/arXiv.2506.23133 db/journals/corr/corr2506.html#abs-2506-23133 streams/journals/corr

Yihong Dong Xue Jiang Yongding Tao Huanyu Liu 0001 Kechi Zhang Lili Mou Rongyu Cao Yingwei Ma Jue Chen Binhua Li Zhi Jin 0001 Fei Huang 0002 Yongbin Li Ge Li 0001 RL-PLUS: Countering Capability Boundary Collapse of LLMs in Reinforcement Learning with Hybrid-policy Optimization. 2025 August abs/2508.00222 CoRR https://doi.org/10.48550/arXiv.2508.00222 db/journals/corr/corr2508.html#abs-2508-00222 streams/journals/corr

Zonghan Yang Shengjie Wang Kelin Fu Wenyang He Weimin Xiong Yibo Liu Yibo Miao Bofei Gao Yejie Wang Yingwei Ma Yanhao Li Yue Liu Zhenxing Hu Kaitai Zhang Shuyi Wang Huarong Chen Flood Sung Yang Liu Yang Gao Zhilin Yang Tianyu Liu Kimi-Dev: Agentless Training as Skill Prior for SWE-Agents. 2025 September abs/2509.23045 CoRR https://doi.org/10.48550/arXiv.2509.23045 db/journals/corr/corr2509.html#abs-2509-23045 streams/journals/corr

Kelin Fu Tianyu Liu Zeyu Shang Yingwei Ma Jian Yang Jiaheng Liu Kaigui Bian Multi-Docker-Eval: A 'Shovel of the Gold Rush' Benchmark on Automatic Environment Building for Software Engineering. 2025 December abs/2512.06915 CoRR https://doi.org/10.48550/arXiv.2512.06915 db/journals/corr/corr2512.html#abs-2512-06915 streams/journals/corr

Yingwei Ma Yue Liu Yue Yu 0001 Yuanliang Zhang Yu Jiang 0001 Changjian Wang Shanshan Li 0001 At Which Training Stage Does Code Data Help LLMs Reasoning? 2024 ICLR https://openreview.net/forum?id=KIPJKST4gw conf/iclr/2024 db/conf/iclr/iclr2024.html#MaL0Z0W024 Yue Liu 0008 Shihao Zhu Jun Xia 0001 Yingwei Ma Jian Ma Xinwang Liu 0002 Shengju Yu Kejun Zhang Wenliang Zhong End-to-end Learnable Clustering for Intent Learning in Recommendation. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/0b5669c3b07bb8429af19a7919376ff5-Abstract-Conference.html conf/nips/2024 db/conf/nips/neurips2024.html#LiuZXMMLYZZ24

Yue Liu 0008 Shihao Zhu Jun Xia 0001 Yingwei Ma Jian Ma Wenliang Zhong Guannan Zhang Kejun Zhang Xinwang Liu 0002 Online Differentiable Clustering for Intent Learning in Recommendation. 2024 abs/2401.05975 CoRR https://doi.org/10.48550/arXiv.2401.05975 db/journals/corr/corr2401.html#abs-2401-05975

Yingwei Ma Qingping Yang Rongyu Cao Binhua Li Fei Huang 0002 Yongbin Li How to Understand Whole Software Repository? 2024 abs/2406.01422 CoRR https://doi.org/10.48550/arXiv.2406.01422 db/journals/corr/corr2406.html#abs-2406-01422

Jie Cheng 0009 Ruixi Qiao Gang Xiong 0001 Qinghai Miao Yingwei Ma Binhua Li Yongbin Li Yisheng Lv Scaling Offline Model-Based RL via Jointly-Optimized World-Action Model Pretraining. 2024 abs/2410.00564 CoRR https://doi.org/10.48550/arXiv.2410.00564 db/journals/corr/corr2410.html#abs-2410-00564 streams/journals/corr

Zhenyu Pan Rongyu Cao Yongchang Cao Yingwei Ma Binhua Li Fei Huang 0002 Han Liu 0001 Yongbin Li Codev-Bench: How Do LLMs Understand Developer-Centric Code Completion? 2024 abs/2410.01353 CoRR https://doi.org/10.48550/arXiv.2410.01353 db/journals/corr/corr2410.html#abs-2410-01353 streams/journals/corr

Dingzirui Wang Xuangliang Zhang Qiguang Chen Longxu Dou Xiao Xu 0005 Rongyu Cao Yingwei Ma Qingfu Zhu Wanxiang Che Binhua Li Fei Huang 0002 Yongbin Li In-Context Transfer Learning: Demonstration Synthesis by Transferring Similar Tasks. 2024 abs/2410.01548 CoRR https://doi.org/10.48550/arXiv.2410.01548 db/journals/corr/corr2410.html#abs-2410-01548 streams/journals/corr

Yingwei Ma Rongyu Cao Yongchang Cao Yue Zhang 0004 Jue Chen Yibo Liu Yuchen Liu Binhua Li Fei Huang 0002 Yongbin Li Lingma SWE-GPT: An Open Development-Process-Centric Language Model for Automated Software Improvement. 2024 abs/2411.00622 CoRR https://doi.org/10.48550/arXiv.2411.00622 db/journals/corr/corr2411.html#abs-2411-00622 streams/journals/corr

Yalan Lin Yingwei Ma Rongyu Cao Binhua Li Fei Huang 0002 Xiaodong Gu Yongbin Li LLMs as Continuous Learners: Improving the Reproduction of Defective Code in Software Issues. 2024 abs/2411.13941 CoRR https://doi.org/10.48550/arXiv.2411.13941 db/journals/corr/corr2411.html#abs-2411-13941 streams/journals/corr

Xiangbing Huang Yingwei Ma Haifang Zhou Zhijie Jiang Yuanliang Zhang Teng Wang 0004 Shanshan Li 0001 Towards Better Multilingual Code Search through Cross-Lingual Contrastive Learning. 22-32 2023 Internetware https://doi.org/10.1145/3609437.3609439 conf/internetware/2023 db/conf/internetware/internetware2023.html#HuangMZJZ0023 Jiaying Li Yan Lei Shanshan Li 0001 Haifang Zhou Yue Yu 0001 Zhouyang Jia Yingwei Ma Teng Wang 0004 A Two-Stage Framework for Ambiguous Classification in Software Engineering. 275-286 2023 ISSRE https://doi.org/10.1109/ISSRE59848.2023.00070 conf/issre/2023 db/conf/issre/issre2023.html#LiLLZYJMW23 Yingwei Ma Yue Yu 0001 Shanshan Li 0001 Zhouyang Jia Jun Ma 0015 Rulin Xu Wei Dong 0006 Xiangke Liao MulCS: Towards a Unified Deep Representation for Multilingual Code Search. 120-131 2023 SANER https://doi.org/10.1109/SANER56733.2023.00021 conf/wcre/2023 db/conf/wcre/saner2023.html#MaYLJMXDL23 Zhijie Jiang Haixu Xiong Yingwei Ma Yao Zhang 0009 Yan Ding Yun Xiong Shanshan Li 0001 Automatic Code Annotation Generation Based on Heterogeneous Graph Structure. 497-508 2023 SANER https://doi.org/10.1109/SANER56733.2023.00053 conf/wcre/2023 db/conf/wcre/saner2023.html#JiangXMZDXL23

Zhipeng Zhang Piao Tong Yingwei Ma Qiao Liu Xujiang Liu Xu Luo Language-Enhanced Session-Based Recommendation with Decoupled Contrastive Learning. 2023 abs/2307.10650 CoRR https://doi.org/10.48550/arXiv.2307.10650 db/journals/corr/corr2307.html#abs-2307-10650

Yingwei Ma Yue Liu Yue Yu 0001 Yuanliang Zhang Yu Jiang 0001 Changjian Wang Shanshan Li 0001 At Which Training Stage Does Code Data Help LLMs Reasoning? 2023 abs/2309.16298 CoRR https://doi.org/10.48550/arXiv.2309.16298 db/journals/corr/corr2309.html#abs-2309-16298

Ju Qian Yingwei Ma Chenghao Lin Lin Chen 0015 Accelerating OCR-Based Widget Localization for Test Automation of GUI Applications. 6:1-6:13 2022 ASE https://doi.org/10.1145/3551349.3556966 conf/kbse/2022 db/conf/kbse/ase2022.html#QianMLC22 Baolong Bi Kaigui Bian Rongyu Cao Yongchang Cao Wanxiang Che Huarong Chen Jue Chen Liangyu Chen Lin Chen 0015 Nuo Chen 0002 Qiguang Chen Yulin Chen Jie Cheng 0009 Shumin Deng Yan Ding Wei Dong 0006 Yihong Dong Longxu Dou Mingzhe Du Junfeng Fang Zheng Fang Jinlan Fu Kelin Fu Bofei Gao Hongcheng Gao Yang Gao Ruihan Gong Xiaodong Gu Yanpei Guo Qi Han Wenyang He Xiao-Xin HeXiaoxin He Yufei He Bryan Hooi Jieyi Hou Zhenxing Hu Fei Huang 0002 Xiangbing Huang Zhewei Huang Zhouyang Jia Xue Jiang Yu Jiang 0001 Zhijie Jiang Wenpin Jiao Zhi Jin 0001 Zifeng Kang Yan Lei Binhua Li Ge Li 0001 Jiaying Li Shanshan Li 0001 Xinfeng Li Yanhao Li Yongbin Li Zhongzhi LiZhong-Zhi Li Xiangke Liao Chenghao Lin Yalan Lin Han Liu 0001 Huanyu Liu 0001 Jiaheng Liu Qiao Liu Runtao Liu Tianyu Liu Xiang Liu Xinwang Liu 0002 Xujiang Liu Yang Liu Yibo Liu Yuchen Liu Yue Liu Yue Liu 0008 Xianzhen Luo Xu Luo Yisheng Lv Jian Ma Jun Ma 0015 Luck Ma Qinghai Miao Yibo Miao Lili Mou Zhenyu Pan Di Qi Ju Qian Ruixi Qiao Wenjie Qu 0001 Mengqiang Ren Zeyu Shang Flood Sung Yongding Tao Piao Tong Fanqi Wan Changjian Wang Cheng Wang Dingzirui Wang Ruidong Wang 0001 Shengjie Wang Shuyi Wang Tangxinyu Wang Teng Wang 0004 Yejie Wang Yi Wen 0001 Xin Wu Jun Xia 0001 Zhe Xie Gang Xiong 0001 Haixu Xiong Miao Xiong Weimin Xiong Yun Xiong Huiying Xu Rulin Xu Xiao Xu 0005 Zhiwei Xu Bo Yang Jian Yang Qingping Yang Zhilin Yang Zonghan Yang Shengju Yu Yue Yu 0001 Duzhen Zhang Guannan Zhang Huangzhao Zhang Jiaheng Zhang Jiaran Zhang Kaitai Zhang Kechi Zhang Kejun Zhang Xiangyu Zhang Xuangliang Zhang Xuanliang Zhang Yao Zhang 0009 Yuanliang Zhang Yue Zhang 0004 Zhipeng Zhang Xu Zhao Leon Wenliang ZhongWenliang Zhong Haifang Zhou Qingfu Zhu Shihao Zhu Xinzhong Zhu Zhenhao Zhu