Analyzing Defensive Misdirection Against Model-Guided Automated Attacks on Agentic AI Systems

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-21
DOI
https://doi.org/10.5281/zenodo.22869768
Primary Topic
Adversarial Robustness in Machine Learning
Type
article
Field-Weighted Citation Impact
0.00
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article

Analyzing Defensive Misdirection Against Model-Guided Automated Attacks on Agentic AI Systems

Reza Soosahabi, Vivek Namsani
Zenodo (CERN European Organization for Nuclear Research)
Adversarial Robustness in Machine Learning
article

Analyzing Defensive Misdirection Against Model-Guided Automated Attacks on Agentic AI Systems

Reza Soosahabi, Vivek Namsani
article en

Abstract

Research artifact for the paper "Analyzing Defensive Misdirection AgainstModel-Guided Automated Attacks on Agentic AI Systems" (ACSAC 2026). This artifact contains: (1) the LLMaaD defense framework implementing theCMPE (Confuse, Misdirect, Preserve, Evade) algorithm; (2) integration andevaluation scripts for AutoDAN-Turbo, AutoDAN-Reasoning, GPTFuzz, and PAIRattack frameworks; (3) pre-computed result CSVs for all experiments.

Zenodo (CERN European Organization for Nuclear Research)
Keysight Technologies (United States) (US), Keysight Technologies (United Kingdom) (GB)
Peace, Justice and strong institutions
Openalex Percentile: Top 9%
Adversarial Robustness in Machine Learning
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Analyzing Defensive Misdirection Against Model-Guided Automated Attacks on Agentic AI Systems — Reza Soosahabi, Vivek Namsani · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS