Behavior-Aware and Generalizable Defense Against Black-Box Adversarial Attacks for ML-Based IDS
Authors: Sabrine Ennaji, Elhadj Benkhelifa, Luigi Vincenzo Mancini | Published: 2025-12-15
On the Effectiveness of Membership Inference in Targeted Data Extraction from Large Language Models
Authors: Ali Al Sahili, Ali Chehab, Razane Tajeddine | Published: 2025-12-15
Security and Detectability Analysis of Unicode Text Watermarking Methods Against Large Language Models
Authors: Malte Hellmeier | Published: 2025-12-15
Cisco Integrated AI Security and Safety Framework Report
Authors: Amy Chang, Tiffany Saade, Sanket Mendapara, Adam Swanda, Ankit Garg | Published: 2025-12-15
CTIGuardian: A Few-Shot Framework for Mitigating Privacy Leakage in Fine-Tuned LLMs
Authors: Shashie Dilhara Batan Arachchige, Benjamin Zi Hao Zhao, Hassan Jameel Asghar, Dinusha Vatsalan, Dali Kaafar | Published: 2025-12-15
Virtual camera detection: Catching video injection attacks in remote biometric systems
Authors: Daniyar Kurmankhojayev, Andrei Shadrikov, Dmitrii Gordin, Mikhail Shkorin, Danijar Gabdullin, Aigerim Kambetbayeva, Kanat Kuatov | Published: 2025-12-11
TriDF: Evaluating Perception, Detection, and Hallucination for Interpretable DeepFake Detection
Authors: Jian-Yu Jiang-Lin, Kang-Yang Huang, Ling Zou, Ling Lo, Sheng-Ping Yang, Yu-Wen Tseng, Kun-Hsiang Lin, Chia-Ling Chen, Yu-Ting Ta, Yan-Tsung Wang, Po-Ching Chen, Hongxia Xie, Hong-Han Shuai, Wen-Huang Cheng | Published: 2025-12-11
LLM-Assisted AHP for Explainable Cyber Range Evaluation
Authors: Vyron Kampourakis, Georgios Kavallieratos, Georgios Spathoulas, Vasileios Gkioulos, Sokratis Katsikas | Published: 2025-12-11
From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection
Authors: Chaomeng Lu, Bert Lagaisse | Published: 2025-12-11
When Reject Turns into Accept: Quantifying the Vulnerability of LLM-Based Scientific Reviewers to Indirect Prompt Injection
Authors: Devanshu Sahoo, Manish Prasad, Vasudev Majhi, Jahnvi Singh, Vinay Chamola, Yash Sinha, Murari Mandal, Dhruv Kumar | Published: 2025-12-11