Win-k: Improved Membership Inference Attacks on Small Language Models

Roya Arkhmammadova, Hosein Madadi Tamar, M. Emre Gursoy

Small language models (SLMs) are increasingly valued for their efficiency and deployability in resource-constrained environments, making them useful for on-device, privacy-sensitiv…