Stress-Testing ML Pipelines with Adversarial Data Corruption

Authors

• Jiongli Zhu
• Babak Salimi

Materials

bibtex

@article{ZX25,
  author = {Zhu, Jiongli and Xu, Geyang and Lorenzi, Felipe and Salimi, Babak},
  keywords = {Data Cleaning; Machine Learning},
  title = {Stress-Testing ML Pipelines with Adversarial Data Corruption},
  journal = {Proceedings of the VLDB Endowment},
  pdfurl = {http://www.cs.uic.edu/%7ebglavic/dbgroup/assets/pdfpubls/},
  doi = {10.14778/3749646.3749721},
  volume = {18},
  number = {11},
  pages = {4668 - 4681},
  year = {2025},
  istoappear = true,
  venueshort = {{PVLDB}}
}

Reference

Stress-Testing ML Pipelines with Adversarial Data Corruption Jiongli Zhu, Geyang Xu, Felipe Lorenzi and Babak Salimi Proceedings of the VLDB Endowment. 18, 11 (2025) , 4668–4681.