3 papers
cs.AI2026
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…
cs.CV2025
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…
cs.CL2024
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…