Contamination Attacks and Mitigation in Multi-Party Machine Learning

Jamie Hayes, Olga Ohrimenko

Machine learning is data hungry; the more data a model has access to in training, the more likely it is to perform well at inference time. Distinct parties may want to combine thei…