Stress-Testing ML Pipelines with Adversarial Data Corruption

Authors

Jiongli Zhu
Boris Glavic
Babak Salimi

Materials

doi
pdf
extended version

bibtex

@article{ZX25,
  author = {Zhu, Jiongli and Xu, Geyang and Lorenzi, Felipe and Glavic, Boris and Salimi, Babak},
  keywords = {Data Cleaning; Machine Learning},
  title = {Stress-Testing {ML} Pipelines with Adversarial Data Corruption},
  journal = {Proc. {VLDB} Endow.},
  year = {2025},
  pdfurl = {https://www.vldb.org/pvldb/vol18/p4668-zhu.pdf},
  doi = {10.14778/3749646.3749721},
  volume = {18},
  number = {11},
  pages = {4668 - 4681},
  longversionurl = {https://arxiv.org/pdf/2506.01230},
  venueshort = {{PVLDB}}
}

Reference

Stress-Testing ML Pipelines with Adversarial Data Corruption Jiongli Zhu, Geyang Xu, Felipe Lorenzi, Boris Glavic and Babak Salimi Proc. VLDB Endow. 18, 11 (2025) , 4668–4681.