2 citations · 2 across the 2 of their papers we have counts for
2 papers
cs.CR2025
Backdoor Detection through Replicated Execution of Outsourced Training
Hengrui Jia, Sierra Wyllie, Akram Bin Sediq +2
It is common practice to outsource the training of machine learning models to cloud providers. Clients who do so gain from the cloud's economies of scale, but implicitly assume tru…
cs.LG2024★ 2 cited
Fairness Feedback Loops: Training on Synthetic Data Amplifies Bias
Sierra Wyllie, Ilia Shumailov, Nicolas Papernot
Model-induced distribution shifts (MIDS) occur as previous model outputs pollute new model training sets over generations of models. This is known as model collapse in the case of…