Vision Models Attack
![[论文评述] Model-agnostic Adversarial Attack and Defense for Vision ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/model-agnostic-adversarial-attack-and-defense-for-vision-language-action-models-2.png "Vision Models Attack")
![[论文评述] A Systematic Failure Analysis of Vision Foundation Models for ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/a-systematic-failure-analysis-of-vision-foundation-models-for-open-set-iris-presentation-attack-detection-3.png "Vision Models Attack")
![[2411.18275] Visual Adversarial Attack on Vision-Language Models for ...](https://ar5iv.labs.arxiv.org/html/2411.18275/assets/x2.png "Vision Models Attack")
![[论文评述] When Alignment Fails: Multimodal Adversarial Attacks on Vision ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/when-alignment-fails-multimodal-adversarial-attacks-on-vision-language-action-models-3.png "Vision Models Attack")
![[논문 리뷰] Securing Vision-Language Models with a Robust Encoder Against ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/securing-vision-language-models-with-a-robust-encoder-against-jailbreak-and-adversarial-attacks-0.png "Vision Models Attack")
![[논문 리뷰] Partially Observable Adversarial Patch Attacks on Vision ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/partially-observable-adversarial-patch-attacks-on-vision-language-action-models-in-robotics-0.png "Vision Models Attack")
![[논문 리뷰] Challenging Vision-Language Models with Physically Deployable ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/challenging-vision-language-models-with-physically-deployable-multimodal-semantic-lighting-attacks-2.png "Vision Models Attack")
![[论文评述] State Backdoor: Towards Stealthy Real-world Poisoning Attack on ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/state-backdoor-towards-stealthy-real-world-poisoning-attack-on-vision-language-action-model-in-state-space-0.png "Vision Models Attack")
![[PDF] Effective Black-Box Multi-Faceted Attacks Breach Vision Large ...](https://figures.semanticscholar.org/ae88fb1e821d647e0e3083269842480a9d41db68/3-Figure2-1.png "Vision Models Attack")
![[Revisión de artículo] Attention-Guided Patch-Wise Sparse Adversarial ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/attention-guided-patch-wise-sparse-adversarial-attacks-on-vision-language-action-models-1.png "Vision Models Attack")
![[论文评述] Break the Visual Perception: Adversarial Attacks Targeting ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/break-the-visual-perception-adversarial-attacks-targeting-encoded-visual-tokens-of-large-vision-language-models-1.png "Vision Models Attack")
![[논문 리뷰] Hierarchical Refinement of Universal Multimodal Attacks on ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/hierarchical-refinement-of-universal-multimodal-attacks-on-vision-language-models-2.png "Vision Models Attack")
![[論文レビュー] ATAAT: Adaptive Threat-Aware Adversarial Tuning Framework ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/ataat-adaptive-threat-aware-adversarial-tuning-framework-against-backdoor-attacks-on-vision-language-action-models-1.png "Vision Models Attack")
![[论文评述] Downstream Transfer Attack: Adversarial Attacks on Downstream ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/downstream-transfer-attack-adversarial-attacks-on-downstream-models-with-pre-trained-vision-transformers-0.png "Vision Models Attack")
![[论文评述] InfraQR: Edge-Placed QR-Inspired Structured Patch Attacks on ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/infraqr-edge-placed-qr-inspired-structured-patch-attacks-on-infrared-vision-language-models-3.png "Vision Models Attack")
![[2511.12149] AttackVLA: Benchmarking Adversarial and Backdoor Attacks ...](https://ar5iv.labs.arxiv.org/html/2511.12149/assets/x1.png "Vision Models Attack")
![[2411.15720] Chain of Attack: On the Robustness of Vision-Language ...](https://ar5iv.labs.arxiv.org/html/2411.15720/assets/x3.png "Vision Models Attack")
![[2310.00633] A Survey of Robustness and Safety of 2D and 3D Deep ...](https://ar5iv.labs.arxiv.org/html/2310.00633/assets/x2.png "Vision Models Attack")
![[논문 리뷰] A Survey of Safety on Large Vision-Language Models: Attacks ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/a-survey-of-safety-on-large-vision-language-models-attacks-defenses-and-evaluations-2.png "Vision Models Attack")
![[论文评述] When the Prompt Becomes Visual: Vision-Centric Jailbreak Attacks ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/when-the-prompt-becomes-visual-vision-centric-jailbreak-attacks-for-large-image-editing-models-0.png "Vision Models Attack")
![[2411.15720] Chain of Attack: On the Robustness of Vision-Language ...](https://ar5iv.labs.arxiv.org/html/2411.15720/assets/x9.png "Vision Models Attack")
![[论文评述] Implicit Jailbreak Attacks via Cross-Modal Information ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/implicit-jailbreak-attacks-via-cross-modal-information-concealment-on-vision-language-models-2.png "Vision Models Attack")
![[2506.13205] Screen Hijack: Visual Poisoning of VLM Agents in Mobile ...](https://ar5iv.labs.arxiv.org/html/2506.13205/assets/x1.png "Vision Models Attack")
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