A generalized Kernel Fisher Discriminant framework used for feature extraction and face recognition. - Yuexiang Shi; Xiaoxue Ren; Saizhou Yang; Ping Gong (ICNC-FSKD, 2016)

Characterizing Common and Domain-Specific Package Bugs: A Case Study on Ubuntu. - Xiaoxue Ren; Qiao Huang; Xin Xia 001; Zhenchang Xing; Lingfeng Bao; David Lo 001 (COMPSAC (1), 2018)

Discovering, Explaining and Summarizing Controversial Discussions in Community Q&A Sites. - Xiaoxue Ren; Zhenchang Xing; Xin Xia 001; Guoqiang Li 001; Jianling Sun (ASE, 2019)

Neural Network-based Detection of Self-Admitted Technical Debt: From Performance to Explainability. - Xiaoxue Ren; Zhenchang Xing; Xin Xia 001; David Lo 001; Xinyu Wang 001; John Grundy 001 (ACM Trans. Softw. Eng. Methodol., 2019)

Demystify official API usage directives with crowdsourced API misuse scenarios, erroneous code examples and patches. - Xiaoxue Ren; Jiamou Sun; Zhenchang Xing; Xin Xia 001; Jianling Sun (ICSE, 2020)

API-Misuse Detection Driven by Fine-Grained API-Constraint Knowledge Graph. - Xiaoxue Ren; Xinyuan Ye; Zhenchang Xing; Xin Xia 001; Xiwei Xu 001; Liming Zhu 001; Jianling Sun (ASE, 2020)

Unveiling the Mystery of API Evolution in Deep Learning Frameworks: A Case Study of Tensorflow 2. - Zejun Zhang 006; Yanming Yang; Xin Xia 001; David Lo 001; Xiaoxue Ren; John C. Grundy (ICSE (SEIP), 2021)

Automating Developer Chat Mining. - Shengyi Pan; Lingfeng Bao; Xiaoxue Ren; Xin Xia 001; David Lo 001; Shanping Li (ASE, 2021)

KGAMD: an API-misuse detector driven by fine-grained API-constraint knowledge graph. - Xiaoxue Ren; Xinyuan Ye; Zhenchang Xing; Xin Xia 001; Xiwei Xu 001; Liming Zhu 001; Jianling Sun (ESEC/SIGSOFT FSE, 2021)

Multi-depot open vehicle routing problem with fuzzy time windows. - Xiaolong Diao; Houming Fan; Xiaoxue Ren; Chuanying Liu (J. Intell. Fuzzy Syst., 2021)

Multi-Depot Joint Distribution Vehicle Routing Problem Considering Energy Consumption with Time-Dependent Networks. - Dengkai Hou; Houming Fan; Xiaoxue Ren (Symmetry, 2021)

Characterizing and Mitigating Anti-patterns of Alerts in Industrial Cloud Systems. - Tianyi Yang; Jiacheng Shen; Yuxin Su 001; Xiaoxue Ren; Yongqiang Yang; Michael R. Lyu (DSN, 2022)

A Chaotic Genetic Algorithm with Variable Neighborhood Search for Solving Time-Dependent Green VRPTW with Fuzzy Demand. - Hao Fan; Xiaoxue Ren; Yueguang Zhang; Zimo Zhen; Houming Fan (Symmetry, 2022)

ConvMHSA-SCVD: Enhancing Smart Contract Vulnerability Detection through a Knowledge-Driven and Data-Driven Framework. - Mengliang Li; Xiaoxue Ren; Han Fu; Zhuo Li; Jianling Sun (ISSRE, 2023)

From Misuse to Mastery: Enhancing Code Generation with Knowledge-Driven AI Chaining. - Xiaoxue Ren; Xinyuan Ye; Dehai Zhao; Zhenchang Xing; Xiaohu Yang 001 (ASE, 2023)

API-Knowledge Aware Search-Based Software Testing: Where, What, and How. - Xiaoxue Ren; Xinyuan Ye; Yun Lin 001; Zhenchang Xing; Shuqing Li 001; Michael R. Lyu (ESEC/SIGSOFT FSE, 2023)

Context-Aware Code Generation Framework for Code Repositories: Local, Global, and Third-Party Library Awareness. - Dianshu Liao; Shidong Pan; Qing Huang; Xiaoxue Ren; Zhenchang Xing; Huan Jin; Qinying Li (CoRR, 2023)

API Usage Recommendation Via Multi-View Heterogeneous Graph Representation Learning. - Yujia Chen; Cuiyun Gao 001; Xiaoxue Ren; Yun Peng 003; Xin Xia 001; Michael R. Lyu (IEEE Trans. Software Eng., 2023)

The time-dependent electric vehicle routing problem with drone and synchronized mobile battery swapping. - Xiaoxue Ren; Houming Fan; Ming-Xin Bao; Hao Fan (Adv. Eng. Informatics, 2023)

JumpCoder: Go Beyond Autoregressive Coder via Online Modification. - Mouxiang Chen; Hao Tian; Zhongxin Liu 002; Xiaoxue Ren; Jianling Sun (ACL (1), 2024)

Enhancing Reentrancy Vulnerability Detection and Repair with a Hybrid Model Framework. - Mengliang Li; Xiaoxue Ren; Han Fu; Zhuo Li; Jianling Sun (APSEC, 2024)

Dynamic NFT Classification and Detection on Ethereum via Smart Contract. - Keting Yin; Zheng Zhu; Xiaoxue Ren; Xing Wang (SMC, 2024)

Time-dependent hydrogen fuel cell vehicle routing problem with drones and variable drone speeds. - Xiaoxue Ren; Houming Fan; Mengzhi Ma; Hao Fan; Lijun Yue (Comput. Ind. Eng., 2024)

Fixing Code Generation Errors for Large Language Models. - Hao Wen; Yueheng Zhu; Chao Liu 014; Xiaoxue Ren; Weiwei Du; Meng Yan 001 (CoRR, 2024)

Refactoring to Pythonic Idioms: A Hybrid Knowledge-Driven Approach Leveraging Large Language Models. - Zejun Zhang 006; Zhenchang Xing; Xiaoxue Ren; Qinghua Lu 001; Xiwei Xu 001 (Proc. ACM Softw. Eng., 2024)

$ mathbf{A^{3}}$A3-CodGen: A Repository-Level Code Generation Framework for Code Reuse With Local-Aware, Global-Aware, and Third-Party-Library-Aware. - Dianshu Liao; Shidong Pan; Xiaoyu Sun 002; Xiaoxue Ren; Qing Huang; Zhenchang Xing; Huan Jin; Qinying Li (IEEE Trans. Software Eng., 2024)

Time-dependent electric vehicle-drone routing problem for scheduled deliveries and on-demand pickups considering variable drone speeds and no-fly zones. - Xiaoxue Ren; Houming Fan; Hao Fan; Mengzhi Ma (Comput. Oper. Res., 2025)

COFFE: A Code Efficiency Benchmark for Code Generation. - Yun Peng 003; Jun Wan; Yichen Li 003; Xiaoxue Ren (Proc. ACM Softw. Eng., 2025)

COFFE: A Code Efficiency Benchmark for Code Generation. - Yun Peng; Jun Wan; Yichen Li; Xiaoxue Ren (CoRR, 2025)

Explore-Construct-Filter: An Automated Framework for Rich and Reliable API Knowledge Graph Construction. - Yanbang Sun; Qing Huang; Xiaoxue Ren; Zhenchang Xing; Xiaohong Li 001; Junjie Wang (CoRR, 2025)

CoSIL: Software Issue Localization via LLM-Driven Code Repository Graph Searching. - Zhonghao Jiang; Xiaoxue Ren; Meng Yan 001; Wei Jiang; Yong Li; Zhongxin Liu 002 (CoRR, 2025)

AdaCoder: An Adaptive Planning and Multi-Agent Framework for Function-Level Code Generation. - Yueheng Zhu; Chao Liu 014; Xuan He; Xiaoxue Ren; Zhongxin Liu 002; Ruwei Pan; Hongyu Zhang 002 (CoRR, 2025)

FlexFL: Flexible and Effective Fault Localization With Open-Source Large Language Models. - Chuyang Xu; Zhongxin Liu 002; Xiaoxue Ren; Gehao Zhang; Ming Liang; David Lo 001 (IEEE Trans. Software Eng., 2025)

A Framework for Creating Non-Regressive Test Cases via Branch Consistency Analysis Driven by Descriptions. - Yuxiang Zhang; Pengyu Xue; Zhen Yang; Xiaoxue Ren; Xiang Li; Linhao Wu; Jiancheng Zhao; Xingda Yu (CoRR, 2025)

The Power of Architecture: Deep Dive into Transformer Architectures for Long-Term Time Series Forecasting. - Lefei Shen; Mouxiang Chen; Han Fu; Xiaoxue Ren; Xiaoyun Joy Wang; Jianling Sun; Zhuo Li; Chenghao Liu (CoRR, 2025)

CodeReasoner: Enhancing the Code Reasoning Ability with Reinforcement Learning. - Lingxiao Tang; He Ye; Zhongxin Liu 002; Xiaoxue Ren; Lingfeng Bao (CoRR, 2025)

Enhancing Project-Specific Code Completion by Inferring Internal API Information. - Le Deng; Xiaoxue Ren; Chao Ni 001; Ming Liang; David Lo 001; Zhongxin Liu 002 (CoRR, 2025)

Runtime Failure Hunting for Physics Engine Based Software Systems: How Far Can We Go? - Shuqing Li 001; Qiang Chen; Xiaoxue Ren; Michael R. Lyu (CoRR, 2025)

The Bidirectional Process Reward Model. - Lingyin Zhang; Jun Gao; Xiaoxue Ren; Ziqiang Cao (CoRR, 2025)

VisionTS++: Cross-Modal Time Series Foundation Model with Continual Pre-trained Visual Backbones. - Lefei Shen; Mouxiang Chen; Xu Liu; Han Fu; Xiaoxue Ren; Jianling Sun; Zhuo Li; Chenghao Liu (CoRR, 2025)

Bridging Solidity Evolution Gaps: An LLM-Enhanced Approach for Smart Contract Compilation Error Resolution. - Likai Ye; Mengliang Li; Dehai Zhao; Jiamou Sun; Xiaoxue Ren (CoRR, 2025)