2 papers
cs.AI2025
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…
cs.CV2025
Adversarial Robustness of Discriminative Self-Supervised Learning in Vision
Ömer Veysel Çağatan, Ömer Faruk Tal, M. Emre Gürsoy
Self-supervised learning (SSL) has advanced significantly in visual representation learning, yet comprehensive evaluations of its adversarial robustness remain limited. In this stu…