Respond to Change with Constancy: Instruction-tuning with LLM for Non-I.I.D. Network Traffic Classification
Authors: Xinjie Lin, Gang Xiong, Gaopeng Gou, Wenqi Dong, Jing Yu, Zhen Li, Wei Xia | Published: 2025-05-27
Model Performance Evaluation
DFIR-Metric: A Benchmark Dataset for Evaluating Large Language Models in Digital Forensics and Incident Response
Authors: Bilel Cherif, Tamas Bisztray, Richard A. Dubniczky, Aaesha Aldahmani, Saeed Alshehhi, Norbert Tihanyi | Published: 2025-05-26
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs
Authors: Sangyeop Kim, Yohan Lee, Yongwoo Song, Kimin Lee | Published: 2025-05-26
CTI-HAL: A Human-Annotated Dataset for Cyber Threat Intelligence Analysis
Authors: Sofia Della Penna, Roberto Natella, Vittorio Orbinato, Lorenzo Parracino, Luciano Pianese | Published: 2025-04-08
Separator Injection Attack: Uncovering Dialogue Biases in Large Language Models Caused by Role Separators
Authors: Xitao Li, Haijun Wang, Jiang Wu, Ting Liu | Published: 2025-04-08
Enhancing Smart Contract Vulnerability Detection in DApps Leveraging Fine-Tuned LLM
Authors: Jiuyang Bu, Wenkai Li, Zongwei Li, Zeng Zhang, Xiaoqi Li | Published: 2025-04-07
Are You Getting What You Pay For? Auditing Model Substitution in LLM APIs
Authors: Will Cai, Tianneng Shi, Xuandong Zhao, Dawn Song | Published: 2025-04-07
Accelerating IoV Intrusion Detection: Benchmarking GPU-Accelerated vs CPU-Based ML Libraries
Authors: Furkan Çolhak, Hasan Coşkun, Tsafac Nkombong Regine Cyrille, Tedi Hoxa, Mert İlhan Ecevit, Mehmet Nafiz Aydın | Published: 2025-04-02 | Updated: 2025-04-03
LightDefense: A Lightweight Uncertainty-Driven Defense against Jailbreaks via Shifted Token Distribution
Authors: Zhuoran Yang, Jie Peng, Zhen Tan, Tianlong Chen, Yanyong Zhang | Published: 2025-04-02
Identifying Obfuscated Code through Graph-Based Semantic Analysis of Binary Code
Authors: Roxane Cohen, Robin David, Florian Yger, Fabrice Rossi | Published: 2025-04-02