Do Encoders Suffice? A Systematic Comparison of Encoder and Decoder Safety Judges for LLM Adversarial Evaluation
Authors: Han Jeon, Shiv Medler, Joseph Voyles, Matt Wood | Published: 2026-06-24
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RAS: Measuring LLM Safety Through Refusal Alignment
Authors: Chang-Chieh Huang, Yan-Lun Chen, Chia-Mu Yu, Wei-Bin Lee | Published: 2026-06-24
Taxonomy of Risks on Automated Fact-Checking Systems Considering its Propagation
Authors: Jun Yajima, Tatsuya Oka, Takao Okubo | Published: 2026-06-24
An Approach for a Supporting Multi-LLM System for Automated Certification Based on the German IT-Grundschutz
Authors: Lea Roxanne Muth, Marian Margraf | Published: 2026-06-24
CrypFormBench: Benchmarking Formal Analysis Capability of Large Language Models for Cryptographic Schemes
Authors: Zhaoxuan Li, Qionglu Zhang, Hengyuan Liu, Xiaoyan Gu, Xianhui Lu, Hongbo Liu, Bingzheng Wang, Haihui Fan, Ziming Zhao, Rui Zhang, Li Zhou | Published: 2026-06-24
Security and Privacy in Retrieval-Augmented Generation: Architectures, Threats, Defenses, and Future Directions for Building Trustworthy Systems
Authors: Balamurugan Palanisamy, G S S Chalapathi, Vikas Hassija, Rajkumar Buyya | Published: 2026-06-24
A Red Teaming Framework for Large Language Models: A Case Study on Faithfulness Evaluation
Authors: Abrar Alotaibi, Raed Mughus, Moataz Ahmed | Published: 2026-06-24
Representation Matters: An Empirical Study of Program Representations for LLM Vulnerability Reasoning
Authors: Andrew Stoltman, Johnathan Tang, Haipeng Cai | Published: 2026-06-24
Decoupling Reconnaissance and Exploitation: Measuring the Capability Boundaries of LLM-Based Web Penetration Testing
Authors: Liwei Yu, Shuo Li, Ming Zhou, Ge Chu, Yan Guo | Published: 2026-06-24
Privacy-Preserving RAG via Multi-Agent Semantic Rewriting: Achieving Confidentiality Without Compromising Contextual Fidelity
Authors: Yuanhe Zhao, Tianyu Zhang, Huafei Xing, Derek F. Wong, Jianbin Li, Tao Fang | Published: 2026-06-23