2025
From Counterfactuals to Trees: Competitive Analysis of Model Extraction Attacks
NeurIPS 2025spotlight
The advent of Machine Learning as a Service (MLaaS) has heightened the trade-off between model explainability and security. In particular, explainability techniques, such as counterfactual explanations, inadvertently increase the risk of model extraction attacks, enabling unauthorized replication of…