4 papers
MEMORY Wins All: Indirect Bias Injection Attacks via Social Media Feeds
Minjae Seo, Wonwoo Choi, Geonwoo Han +7
Personal AI agents routinely consume external content while performing tasks such as web browsing, email processing, and SNS feed summarization, and they retain selected informatio…
Multi-View Slot Attention Using Paraphrased Texts for Face Anti-Spoofing
Jeongmin Yu, Susang Kim, Kisu Lee +3
Recent face anti-spoofing (FAS) methods have shown remarkable cross-domain performance by employing vision-language models like CLIP. However, existing CLIP-based FAS models do not…
Adversarial Feature Alignment: Balancing Robustness and Accuracy in Deep Learning via Adversarial Training
Leo Hyun Park, Jaeuk Kim, Myung Gyo Oh +2
Deep learning models continue to advance in accuracy, yet they remain vulnerable to adversarial attacks, which often lead to the misclassification of adversarial examples. Adversar…
Amplifying Training Data Exposure through Fine-Tuning with Pseudo-Labeled Memberships
Myung Gyo Oh, Hong Eun Ahn, Leo Hyun Park +1
Neural language models (LMs) are vulnerable to training data extraction attacks due to data memorization. This paper introduces a novel attack scenario wherein an attacker adversar…