Rotated Robustness: A Training-Free Defense against Bit-Flip Attacks on Large Language Models
Authors: Deng Liu, Song Chen | Published: 2026-03-17
評価手法
Exponential-Family Membership Inference: From LiRA and RMIA to BaVarIA
Authors: Rickard Brännvall | Published: 2026-03-12
TOSSS: a CVE-based Software Security Benchmark for Large Language Models
Authors: Marc Damie, Murat Bilgehan Ertan, Domenico Essoussi, Angela Makhanu, Gaëtan Peter, Roos Wensveen | Published: 2026-03-11
Detecting and Eliminating Neural Network Backdoors Through Active Paths with Application to Intrusion Detection
Authors: Eirik Høyheim, Magnus Wiik Eckhoff, Gudmund Grov, Robert Flood, David Aspinall | Published: 2026-03-11
Enhancing Network Intrusion Detection Systems: A Multi-Layer Ensemble Approach to Mitigate Adversarial Attacks
Authors: Nasim Soltani, Shayan Nejadshamsi, Zakaria Abou El Houda, Raphael Khoury, Kelton A. P. Costa, Tiago H. Falk, Anderson R. Avila | Published: 2026-03-11
DeepSight: An All-in-One LM Safety Toolkit
Authors: Bo Zhang, Jiaxuan Guo, Lijun Li, Dongrui Liu, Sujin Chen, Guanxu Chen, Zhijie Zheng, Qihao Lin, Lewen Yan, Chen Qian, Yijin Zhou, Yuyao Wu, Shaoxiong Guo, Tianyi Du, Jingyi Yang, Xuhao Hu, Ziqi Miao, Xiaoya Lu, Jing Shao, Xia Hu | Published: 2026-02-12
Jailbreaking Leaves a Trace: Understanding and Detecting Jailbreak Attacks from Internal Representations of Large Language Models
Authors: Sri Durga Sai Sowmya Kadali, Evangelos E. Papalexakis | Published: 2026-02-12
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