Benchmark Scores Are Pipeline-Dependent: A Reliability Audit of Cybersecurity LLM Benchmarks
Authors: Aymene Berriche, Cathrine Shalby, Mohannad Alhanahnah, Yazan Boshmaf | Published: 2026-09-08
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Neither Adversarial Training Nor Purification: Emergent Adversarial Robustness from Oscillatory Predictive Learning
Authors: Mohammed-Yassine Habibi, Klea Ziu, Martin Takáč, Makoto Yamada | Published: 2026-09-08
Windows Malware Detector as a Compound AI System: Trade-Offs in Accuracy, Efficiency, and Adversarial Robustness
Authors: Andrea Ponte, Luca Demetrio, Luca Oneto, Battista Biggio, Fabio Roli | Published: 2026-09-08
Do Input-Level Defenses Transfer to Observation-Level Attacks on VideoLLMs?
Authors: Bangshuo Zhu, Wei Song, Yuxin Cao, Yuezhong Wu, Zhiquan Liu, Yuekang Li, Jingling Xue | Published: 2026-09-08
Revoked but Still Authoritative: An Empirical Study of Revocation Enforcement in Agent-Memory Systems
Authors: Yi Ting Shen, Kentaroh Toyoda, Alex Leung | Published: 2026-09-08
ACEA: An Adversarial Co-Evolution Arena for Head-to-Head Red-Team and Blue-Team LLM Testing
Authors: Yi Ting Shen, Kentaroh Toyoda, Alex Leung | Published: 2026-09-08
Style Over Substance: Content-Invariant Wrappers Flip LLM Safety-Judge Verdicts
Authors: Yongxi Zhou, Wenbo Ye, Yuanzhe Liu, Zihan Dong, Junwei Yao | Published: 2026-09-08
Does Deeper Reasoning Compromise Alignment? Revealing and Mitigating of Alignment Collapse in Large Reasoning Models
Authors: Yu-Hang Wu, Yu-Jie Xiong, Henghua Zhang, Bairui Zhang, Jia-Chen Zhang, Shaohua Li | Published: 2026-09-08
LLM-Based Penetration Testing in the Presence of Honeypots
Authors: Xinhong Xie, Piyush Nagasubramaniam, Neeraj Karamchandani, Sencun Zhu | Published: 2026-09-08
SENTINEL-RL: Offloading Topological Reasoning from LLM Agents in the Security Operations Center
Authors: Uday Vallabhaneni, Cassie L. Cagwin, David J. Wild | Published: 2026-09-03