PPaperPicks

Xiaofei Xie

Singapore Management University, Singapore

44 papers at tracked venues · 34 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0002-1288-6502 ↗Homepage ↗

Venues

ICSE ×7ASE ×6ISSTA ×6AAAI ×4FSE ×4SIGKDD ×4EMNLP ×2ISSRE ×2NeurIPS ×2ACL ×1CCS ×1ICDE ×1NDSS ×1S&P ×1SIGIR ×1WWW ×1

Frequent coauthors

Ming Hu
×9
Shangqing Liu
×9
Mingsong Chen
×7
Jiongchi Yu
×5
Qiang Hu
×5
Yi Li
×5
Sen Chen
×5
Xiaohong Li
×5
Yanxin Yang
×4
Yawen Wang
×4
Junjie Wang
×4
Qing Wang
×4

Papers

  1. AdaFedRec: Adaptive Heterogeneous Federated Recommender Systems Across Multi-Device Users
    ICDE 2026 ·
    Zhenkai Li
    ,
    Ming Hu
    ,
    Chentao Jia
    ,
    Yining Sun
    ,
    Zhufeng Lu
    ,
    Mingyang Yu
    ,
    Yanxin Yang
    , Xiaofei Xie,
    Mingsong Chen
  2. Adversarial Attack on Black-Box Multi-Agent by Adaptive Perturbation
    AAAI 2026 ·
    Jianming Chen
    ,
    Yawen Wang
    ,
    Junjie Wang
    , Xiaofei Xie,
    Yuanzhe Hu
    ,
    Qing Wang
    ,
    Fanjiang Xu
  3. Chimera: Harnessing Multi-Agent LLMs for Automatic Insider Threat Simulation
    NDSS 2026 ·
    Jiongchi Yu
    , Xiaofei Xie,
    Qiang Hu
    ,
    Yuhan Ma
    ,
    Ziming Zhao
  4. From Chaos to Clarity: A Knowledge Graph-Driven Audit Dataset Generation Framework for LLM Unlearning
    AAAI 2026 ·
    Weipeng Jiang
    ,
    Juan Zhai
    ,
    Shiqing Ma
    ,
    Ziyan Lei
    , Xiaofei Xie,
    Yige Wang
    ,
    Chao Shen
  5. OdoTest: An Automated Testing Approach for Odometry Systems
    FSE 2026 ·
    Jixiang Zhou
    ,
    Mingfei Cheng
    ,
    Shuncheng Tang
    ,
    An Guo
    , Xiaofei Xie,
    Yinxing Xue
    ,
    Lijun Zhang
  6. PurifAI: Detecting and Fixing Search-Induced Distortions in Web-Augmented LLMs
    SIGIR 2026 ·
    Guoqing Wang
    ,
    Zhao Zhang
    ,
    Zeyu Sun
    , Xiaofei Xie,
    Yizhou Chen
    ,
    Yanchao Tan
    ,
    Dan Hao
  7. Two Heads Are Better Than One: Generalized Cross-Domain Federated Learning via Dual-Prototype
    SIGKDD 2026 ·
    Mingsheng Cao
    ,
    Tianci Chen
    ,
    Ming Hu
    ,
    Zhuang Qi
    ,
    Yangguang Cui
    ,
    Junlong Zhou
    , Xiaofei Xie
  8. Where Did It Go Wrong? Capability-Oriented Failure Attribution for Vision-and-Language Navigation Agents
    ACL 2026 ·
    Jianming Chen
    ,
    Yawen Wang
    ,
    Junjie Wang
    , Xiaofei Xie,
    Shoubin Li
    ,
    Qing Wang
    ,
    Fanjiang Xu
  9. CAShift: Benchmarking Log-Based Cloud Attack Detection under Normality Shift
    FSE 2025 ·
    Jiongchi Yu
    , Xiaofei Xie,
    Qiang Hu
    ,
    Bowen Zhang
    ,
    Ziming Zhao
    ,
    Yun Lin
    ,
    Lei Ma
    ,
    Ruitao Feng
    ,
    Frank Liauw
  10. Decictor: Towards Evaluating the Robustness of Decision-Making in Autonomous Driving Systems
    ICSE 2025 ·
    Mingfei Cheng
    , Xiaofei Xie,
    Yuan Zhou
    ,
    Junjie Wang
    ,
    Guozhu Meng
    ,
    Kairui Yang
  11. Defects4C: Benchmarking Large Language Model Repair Capability with C/C++ Bugs
    ASE 2025 ·
    Jian Wang
    , Xiaofei Xie,
    Qiang Hu
    ,
    Shangqing Liu
    ,
    Jiongchi Yu
    ,
    Jiaolong Kong
    ,
    Yi Li
  12. Demystifying Memorization in LLM-Based Program Repair via a General Hypothesis Testing Framework
    FSE 2025 ·
    Jiaolong Kong
    , Xiaofei Xie,
    Shangqing Liu
  13. Dissecting Global Search: A Simple Yet Effective Method to Boost Individual Discrimination Testing and Repair
    ICSE 2025 ·
    Lili Quan
    ,
    Tianlin Li
    , Xiaofei Xie,
    Zhenpeng Chen
    ,
    Sen Chen
    ,
    Lingxiao Jiang
    ,
    Xiaohong Li
  14. Do Code Semantics Help? A Comprehensive Study on Execution Trace-Based Information for Code Large Language Models
    EMNLP 2025 ·
    Jian Wang
    , Xiaofei Xie,
    Qiang Hu
    ,
    Shangqing Liu
    ,
    Yi Li
  15. FilterFL: Knowledge Filtering-based Data-Free Backdoor Defense for Federated Learning
    CCS 2025 ·
    Yanxin Yang
    ,
    Ming Hu
    , Xiaofei Xie,
    Yue Cao
    ,
    Pengyu Zhang
    ,
    Yihao Huang
    ,
    Mingsong Chen
  16. Gradients as An Action: Towards Communication-Efficient Federated Recommender Systems via Adaptive Action Sharing
    SIGKDD 2025 ·
    Zhufeng Lu
    ,
    Chentao Jia
    ,
    Ming Hu
    , Xiaofei Xie,
    Mingsong Chen
  17. Intention is All you Need: Refining your Code from your Intention
    ICSE 2025 ·
    Qi Guo
    , Xiaofei Xie,
    Shangqing Liu
    ,
    Ming Hu
    ,
    Xiaohong Li
    ,
    Lei Bu
  18. Large Language Model Supply Chain: Open Problems From the Security Perspective
    ISSTA 2025 ·
    Qiang Hu
    , Xiaofei Xie,
    Sen Chen
    ,
    Lili Quan
    ,
    Lei Ma
  19. MMLU-ProX: A Multilingual Benchmark for Advanced Large Language Model Evaluation
    EMNLP 2025 ·
    Weihao Xuan
    ,
    Rui Yang
    ,
    Heli Qi
    ,
    Qingcheng Zeng
    ,
    Yunze Xiao
    ,
    Aosong Feng
    ,
    Dairui Liu
    ,
    Yun Xing
    ,
    Junjue Wang
    ,
    Fan Gao
    ,
    Jinghui Lu
    ,
    Yuang Jiang
    ,
    Huitao Li
    ,
    Xin Li
    ,
    Kunyu Yu
    ,
    Ruihai Dong
    ,
    Shangding Gu
    ,
    Yuekang Li
    , Xiaofei Xie,
    Felix Juefei-Xu
    ,
    Foutse Khomh
    ,
    Osamu Yoshie
    ,
    Qingyu Chen
    ,
    Douglas Teodoro
    ,
    Nan Liu
    ,
    Randy Goebel
    ,
    Lei Ma
    ,
    Edison Marrese-Taylor
    ,
    Shijian Lu
    ,
    Yusuke Iwasawa
    ,
    Yutaka Matsuo
    ,
    Irene Li
  20. MoDitector: Module-Directed Testing for Autonomous Driving Systems
    ISSTA 2025 ·
    Renzhi Wang
    ,
    Mingfei Cheng
    , Xiaofei Xie,
    Yuan Zhou
    ,
    Lei Ma
  21. MultiSFL: Towards Accurate Split Federated Learning via Multi-Model Aggregation and Knowledge Replay
    AAAI 2025 ·
    Zeke Xia
    ,
    Ming Hu
    ,
    Dengke Yan
    ,
    Ruixuan Liu
    ,
    Anran Li
    , Xiaofei Xie,
    Mingsong Chen
  22. My Model is Malware to You: Transforming AI Models into Malware by Abusing TensorFlow APIs
    S&P 2025 ·
    Ruofan Zhu
    ,
    Ganhao Chen
    ,
    Wenbo Shen
    , Xiaofei Xie,
    Rui Chang
  23. RegTrieve: Reducing System-Level Regression Errors for Machine Learning Systems via Retrieval-Enhanced Ensemble
    FSE 2025 ·
    Junming Cao
    ,
    Xuwen Xiang
    ,
    Mingfei Cheng
    ,
    Bihuan Chen
    ,
    Xinyan Wang
    ,
    You Lu
    ,
    Chaofeng Sha
    , Xiaofei Xie,
    Xin Peng
  24. Rising from Ashes: Generalized Federated Learning via Dynamic Parameter Reset
    NeurIPS 2025 ·
    Jiahao Wu
    ,
    Ming Hu
    ,
    Yanxin Yang
    , Xiaofei Xie,
    Zekai Chen
    ,
    Chenyu Song
    ,
    Mingsong Chen
  25. Scenario-Driven and Context-Aware Automated Accessibility Testing for Android Apps
    ICSE 2025 ·
    Yuxin Zhang
    ,
    Sen Chen
    , Xiaofei Xie,
    Zibo Liu
    ,
    Lingling Fan
  26. Seeing is Fixing: Cross-Modal Reasoning with Multimodal LLMs for Visual Software Issue Repair
    ASE 2025 ·
    Kai Huang
    ,
    Jian Zhang
    , Xiaofei Xie,
    Chunyang Chen
  27. Spec2Code: Mapping Protocol Specification to Function-Level Code Implementation
    ASE 2025 ·
    Yuekun Wang
    ,
    Lili Quan
    , Xiaofei Xie,
    Junjie Wang
    ,
    Jianjun Chen
  28. SpecGen: Automated Generation of Formal Program Specifications via Large Language Models
    ICSE 2025 ·
    Lezhi Ma
    ,
    Shangqing Liu
    ,
    Yi Li
    , Xiaofei Xie,
    Lei Bu
  29. TensorJSFuzz: Effective Testing of Web-Based Deep Learning Frameworks via Input-Constraint Extraction
    WWW 2025 ·
    Lili Quan
    , Xiaofei Xie,
    Qianyu Guo
    ,
    Lingxiao Jiang
    ,
    Sen Chen
    ,
    Junjie Wang
    ,
    Xiaohong Li
  30. Towards Context-Aware Traffic Classification via Time-Wavelet Fusion Network
    SIGKDD 2025 ·
    Ziming Zhao
    ,
    Zhuoxue Song
    , Xiaofei Xie,
    Zhaoxuan Li
    ,
    Jiongchi Yu
    ,
    Fan Zhang
    ,
    Tingting Li
  31. Understanding Individual Agent Importance in Multi-Agent System via Counterfactual Reasoning
    AAAI 2025 ·
    Jianming Chen
    ,
    Yawen Wang
    ,
    Junjie Wang
    , Xiaofei Xie,
    Jun Hu
    ,
    Qing Wang
    ,
    Fanjiang Xu
  32. AdvSCanner: Generating Adversarial Smart Contracts to Exploit Reentrancy Vulnerabilities Using LLM and Static Analysis
    ASE 2024 ·
    Yin Wu
    , Xiaofei Xie,
    Chenyang Peng
    ,
    Dijun Liu
    ,
    Hao Wu
    ,
    Ming Fan
    ,
    Ting Liu
    ,
    Haijun Wang
  33. An Empirical Study to Evaluate AIGC Detectors on Code Content
    ASE 2024 ·
    Jian Wang
    ,
    Shangqing Liu
    , Xiaofei Xie,
    Yi Li
  34. Bugs in Pods: Understanding Bugs in Container Runtime Systems
    ISSTA 2024 ·
    Jiongchi Yu
    , Xiaofei Xie,
    Cen Zhang
    ,
    Sen Chen
    ,
    Yuekang Li
    ,
    Wenbo Shen
  35. Detecting and Explaining Anomalies Caused by Web Tamper Attacks via Building Consistency-based Normality
    ASE 2024 ·
    Yifan Liao
    ,
    Ming Xu
    ,
    Yun Lin
    ,
    Xiwen Teoh
    , Xiaofei Xie,
    Ruitao Feng
    ,
    Frank Liaw
    ,
    Hongyu Zhang
    ,
    Jin Song Dong
  36. Enhancing Multi-agent System Testing with Diversity-Guided Exploration and Adaptive Critical State Exploitation
    ISSTA 2024 ·
    Xuyan Ma
    ,
    Yawen Wang
    ,
    Junjie Wang
    , Xiaofei Xie,
    Boyu Wu
    ,
    Shoubin Li
    ,
    Fanjiang Xu
    ,
    Qing Wang
  37. Exploring the Potential of ChatGPT in Automated Code Refinement: An Empirical Study
    ICSE 2024 ·
    Qi Guo
    ,
    Junming Cao
    , Xiaofei Xie,
    Shangqing Liu
    ,
    Xiaohong Li
    ,
    Bihuan Chen
    ,
    Xin Peng
  38. FT2Ra: A Fine-Tuning-Inspired Approach to Retrieval-Augmented Code Completion
    ISSTA 2024 ·
    Qi Guo
    ,
    Xiaohong Li
    , Xiaofei Xie,
    Shangqing Liu
    ,
    Ze Tang
    ,
    Ruitao Feng
    ,
    Junjie Wang
    ,
    Jidong Ge
    ,
    Lei Bu
  39. GPTScan: Detecting Logic Vulnerabilities in Smart Contracts by Combining GPT with Program Analysis
    ICSE 2024 ·
    Yuqiang Sun
    ,
    Daoyuan Wu
    ,
    Yue Xue
    ,
    Han Liu
    ,
    Haijun Wang
    ,
    Zhengzi Xu
    , Xiaofei Xie,
    Yang Liu
  40. How Effective Are They? Exploring Large Language Model Based Fuzz Driver Generation
    ISSTA 2024 ·
    Cen Zhang
    ,
    Yaowen Zheng
    ,
    Mingqiang Bai
    ,
    Yeting Li
    ,
    Wei Ma
    , Xiaofei Xie,
    Yuekang Li
    ,
    Limin Sun
    ,
    Yang Liu
  41. Is Aggregation the Only Choice? Federated Learning via Layer-wise Model Recombination
    SIGKDD 2024 ·
    Ming Hu
    ,
    Zhihao Yue
    , Xiaofei Xie,
    Cheng Chen
    ,
    Yihao Huang
    ,
    Xian Wei
    ,
    Xiang Lian
    ,
    Yang Liu
    ,
    Mingsong Chen
  42. Ratchet: Retrieval Augmented Transformer for Program Repair
    ISSRE 2024 ·
    Jian Wang
    ,
    Shangqing Liu
    , Xiaofei Xie,
    Jingkai Siow
    ,
    Kui Liu
    ,
    Yi Li
  43. SampDetox: Black-box Backdoor Defense via Perturbation-based Sample Detoxification
    NeurIPS 2024 ·
    Yanxin Yang
    ,
    Chentao Jia
    ,
    Dengke Yan
    ,
    Ming Hu
    ,
    Tianlin Li
    , Xiaofei Xie,
    Xian Wei
    ,
    Mingsong Chen
  44. Themis: Automatic and Efficient Deep Learning System Testing with Strong Fault Detection Capability
    ISSRE 2024 ·
    Dong Huang
    ,
    Tsz On Li
    , Xiaofei Xie,
    Heming Cui