Adaptive Evaluation of Out-of-Band Defenses Against Prompt Injection in LLM Agents
Authors: Praneeth Narisetty, Shiva Nagendra Babu Kore, Uday Kumar Reddy Kattamanchi, Jayaram Kumarapu | Published: 2026-06-25
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Detect, Unlearn, Restore: Defending Text Summarization Models Against Data Poisoning
Authors: Poojitha Thota, Shirin Nilizadeh | Published: 2026-06-24
Privacy Vulnerabilities of Attention Layers in Tabular Foundation Models and Protection of High-Risk Queries
Authors: Tânia Carvalho, Maxime Cordy | Published: 2026-06-24
Color Matters: Trigger Color Affects Success in Federated Backdoor Attacks
Authors: Kavindu Herath, Joshua C. Zhao, Saurabh Bagchi | Published: 2026-06-24
Can Machine Learning Break Wi-Fi Privacy? A Study on MAC Address Randomization
Authors: Marta Puig, Costas Michaelides, Lucia Pintor, Boris Bellalta, Francesc Wilhelmi | Published: 2026-06-24
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
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