From Defender to Devil? Unintended Risk Interactions Induced by LLM Defenses
Authors: Xiangtao Meng, Tianshuo Cong, Li Wang, Wenyu Chen, Zheng Li, Shanqing Guo, Xiaoyun Wang | Published: 2025-10-09
Alignment
Investigating Security Implications of Automatically Generated Code on the Software Supply Chain
Authors: Xiaofan Li, Xing Gao | Published: 2025-09-24
Evaluating Large Language Models for Phishing Detection, Self-Consistency, Faithfulness, and Explainability
Authors: Shova Kuikel, Aritran Piplai, Palvi Aggarwal | Published: 2025-06-16
QGuard:Question-based Zero-shot Guard for Multi-modal LLM Safety
Authors: Taegyeong Lee, Jeonghwa Yoo, Hyoungseo Cho, Soo Yong Kim, Yunho Maeng | Published: 2025-06-14 | Updated: 2025-09-30
The Scales of Justitia: A Comprehensive Survey on Safety Evaluation of LLMs
Authors: Songyang Liu, Chaozhuo Li, Jiameng Qiu, Xi Zhang, Feiran Huang, Litian Zhang, Yiming Hei, Philip S. Yu | Published: 2025-06-06 | Updated: 2025-10-30
Client-Side Zero-Shot LLM Inference for Comprehensive In-Browser URL Analysis
Authors: Avihay Cohen | Published: 2025-06-04
MCP Safety Training: Learning to Refuse Falsely Benign MCP Exploits using Improved Preference Alignment
Authors: John Halloran | Published: 2025-05-29
Disrupting Vision-Language Model-Driven Navigation Services via Adversarial Object Fusion
Authors: Chunlong Xie, Jialing He, Shangwei Guo, Jiacheng Wang, Shudong Zhang, Tianwei Zhang, Tao Xiang | Published: 2025-05-29
Mitigating Fine-tuning Risks in LLMs via Safety-Aware Probing Optimization
Authors: Chengcan Wu, Zhixin Zhang, Zeming Wei, Yihao Zhang, Meng Sun | Published: 2025-05-22
CTRAP: Embedding Collapse Trap to Safeguard Large Language Models from Harmful Fine-Tuning
Authors: Biao Yi, Tiansheng Huang, Baolei Zhang, Tong Li, Lihai Nie, Zheli Liu, Li Shen | Published: 2025-05-22