3 papers
cs.CV2026
SSVP: Synergistic Semantic-Visual Prompting for Industrial Zero-Shot Anomaly Detection
Chenhao Fu, Han Fang, Xiuzheng Zheng +4
Zero-Shot Anomaly Detection (ZSAD) leverages Vision-Language Models (VLMs) to enable supervision-free industrial inspection. However, existing ZSAD paradigms are constrained by sin…
cs.CR2025
Secure Tug-of-War (SecTOW): Iterative Defense-Attack Training with Reinforcement Learning for Multimodal Model Security
Muzhi Dai, Shixuan Liu, Zhiyuan Zhao +3
The rapid advancement of multimodal large language models (MLLMs) has led to breakthroughs in various applications, yet their security remains a critical challenge. One pressing is…
cs.LG2025
METER: Multi-modal Evidence-based Thinking and Explainable Reasoning -- Algorithm and Benchmark
Xu Yang, Qi Zhang, Shuming Jiang +4
With the rapid advancement of generative AI, synthetic content across images, videos, and audio has become increasingly realistic, amplifying the risk of misinformation. Existing d…