14 citations · 21 across the 3 of their papers we have counts for
3 papers
Membership Inference on Word Embedding and Beyond
Saeed Mahloujifar, Huseyin A. Inan, Melissa Chase +2
In the text processing context, most ML models are built on word embeddings. These embeddings are themselves trained on some datasets, potentially containing sensitive data. In som…
Property Inference From Poisoning
Melissa Chase, Esha Ghosh, Saeed Mahloujifar
Property inference attacks consider an adversary who has access to the trained model and tries to extract some global statistics of the training data. In this work, we study proper…
Model-Targeted Poisoning Attacks with Provable Convergence
Fnu Suya, Saeed Mahloujifar, Anshuman Suri +2
In a poisoning attack, an adversary with control over a small fraction of the training data attempts to select that data in a way that induces a corrupted model that misbehaves in…