Testing the Robustness of Learned Index Structures

1 code implementation • 23 Jul 2022 • Matthias Bachfischer, Renata Borovica-Gajic, Benjamin I. P. Rubinstein

To simulate adversarial workloads, we carry out a data poisoning attack on linear regression models that manipulates the cumulative distribution function (CDF) on which the learned index model is trained.

Data Poisoning regression