Do Input-Level Defenses Transfer to Observation-Level Attacks on VideoLLMs?

arXiv:2609.08331 · cs.CV, cs.CR · Submitted 2026-09-08 · Read on arXiv

cs.CV, cs.CR

Submitted: 2026-09-08

Updated: 2026-09-08

Comments: Preprint. Under review at IEEE Transactions on Dependable and Secure Computing. 13 pages, 1 figure, 6 tables

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Adversarial Defense — 1× in this paper · explained in 1 episode
• Robustness — 1× in this paper · explained in 5 episodes
• Temporal Reasoning — 1× in this paper · explained in 2 episodes

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