Impossibility_of_Non_Cheating_Adversarial_Breaks
Abstract
This paper establishes that no adversarial break of an admissibility-enforcing system can occur without cheating. Under enforced admissibility and standing conservation, every apparent successful adversarial exploit is shown to rely on at least one illicit move: scope expansion, standing transfer, hidden redefinition, or deferred evaluation. The analysis proceeds by exhaustion. It demonstrates that attacks framed as clever strategy, emergent behavior, probabilistic flukes, or lawful edge-case exploitation all collapse once admissibility is applied fail-closed. What remains are only cheating behaviors—inputs or redescriptions that bypass, disable, or misrepresent admissibility constraints rather than operating within them. The result clarifies why adversarial success is not a spectrum and why “legitimate but hostile” breaks are structurally impossible. There is no admissible notion of an honest exploit. The paper introduces no defensive mechanisms or testing procedures. It records an impossibility result fixing adversarial failure as the necessary outcome for any system that genuinely enforces admissibility.
Fields of Study & Subjects
Adversarial Robustness in Machine Learning
Security and Verification in Computing
Information and Cyber Security
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 7 February 2026