COGNITION: From Evaluation to Defense against Multimodal LLM CAPTCHA Solvers
Authors: Junyu Wang, Changjia Zhu, Yuanbo Zhou, Lingyao Li, Xu He, Junjie Xiong | Published: 2025-12-02
Model Performance Evaluation
Explainable and Resilient ML-Based Physical-Layer Attack Detectors
Authors: Aleksandra Knapińska, Marija Furdek | Published: 2025-09-30
SeedPrints: Fingerprints Can Even Tell Which Seed Your Large Language Model Was Trained From
Authors: Yao Tong, Haonan Wang, Siquan Li, Kenji Kawaguchi, Tianyang Hu | Published: 2025-09-30
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
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