New arXiv Research Paper
arXiv ID: 2608.28327
Title: Layered LLM Defenses as an Ensemble: Access Tiers, Inference Cost, and the Measured Failure Correlation Between Defense Layers
Authors: Abrar Alotaibi, Muhammad Shahid Jabbar, Sadam Al-Azani, Moataz Ahmed
Published: 2026-08-28T13:36:06Z
URL: https://arxiv.org/abs/2608.28327
Abstract (first 300 chars)
Practitioners defend large language models (LLMs) by stacking defenses, assuming the layers compound. A stack is an ensemble, and ensembles compound only under a condition the LLM security literature recommends but never measures: the members must fail on different inputs. Two instruments make that …
Suggested OWASP Mapping
DSGAI04, LLM04
Suggested Action
Review this paper against the OWASP GenAI Crosswalk entries and update relevant mapping files if new attack patterns or mitigations are identified.
New arXiv Research Paper
arXiv ID: 2608.28327
Title: Layered LLM Defenses as an Ensemble: Access Tiers, Inference Cost, and the Measured Failure Correlation Between Defense Layers
Authors: Abrar Alotaibi, Muhammad Shahid Jabbar, Sadam Al-Azani, Moataz Ahmed
Published: 2026-08-28T13:36:06Z
URL: https://arxiv.org/abs/2608.28327
Abstract (first 300 chars)
Suggested OWASP Mapping
DSGAI04, LLM04
Suggested Action
Review this paper against the OWASP GenAI Crosswalk entries and update relevant mapping files if new attack patterns or mitigations are identified.