Jailbreaking Multimodal Large Language Models via Shuffle Inconsistency
Fuente:
arXiv
Saved in:
| Main Authors: | Zhao, Shiji, Duan, Ranjie, Wang, Fengxiang, Chen, Chi, Kang, Caixin, Ruan, Shouwei, Tao, Jialing, Chen, YueFeng, Xue, Hui, Wei, Xingxing |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
MRJ-Agent: An Effective Jailbreak Agent for Multi-Round Dialogue
by: Wang, Fengxiang, et al.
Published: (2024)
by: Wang, Fengxiang, et al.
Published: (2024)
OODFace: Benchmarking Robustness of Face Recognition under Common Corruptions and Appearance Variations
by: Kang, Caixin, et al.
Published: (2024)
by: Kang, Caixin, et al.
Published: (2024)
DIFFender: Diffusion-Based Adversarial Defense against Patch Attacks
by: Kang, Caixin, et al.
Published: (2023)
by: Kang, Caixin, et al.
Published: (2023)
Real-world Adversarial Defense against Patch Attacks based on Diffusion Model
by: Wei, Xingxing, et al.
Published: (2024)
by: Wei, Xingxing, et al.
Published: (2024)
Heuristic-Induced Multimodal Risk Distribution Jailbreak Attack for Multimodal Large Language Models
by: Teng, Ma, et al.
Published: (2024)
by: Teng, Ma, et al.
Published: (2024)
Breaking the Ceiling: Exploring the Potential of Jailbreak Attacks through Expanding Strategy Space
by: Huang, Yao, et al.
Published: (2025)
by: Huang, Yao, et al.
Published: (2025)
Learning to Detect Unseen Jailbreak Attacks in Large Vision-Language Models
by: Liang, Shuang, et al.
Published: (2025)
by: Liang, Shuang, et al.
Published: (2025)
Mirage in the Eyes: Hallucination Attack on Multi-modal Large Language Models with Only Attention Sink
by: Wang, Yining, et al.
Published: (2025)
by: Wang, Yining, et al.
Published: (2025)
A Causal Perspective for Enhancing Jailbreak Attack and Defense
by: Pan, Licheng, et al.
Published: (2026)
by: Pan, Licheng, et al.
Published: (2026)
Towards Robust Multimodal Large Language Models Against Jailbreak Attacks
by: Yin, Ziyi, et al.
Published: (2025)
by: Yin, Ziyi, et al.
Published: (2025)
Shuffling for Semantic Secrecy
by: Chen, Fupei, et al.
Published: (2025)
by: Chen, Fupei, et al.
Published: (2025)
$\textit{MMJ-Bench}$: A Comprehensive Study on Jailbreak Attacks and Defenses for Multimodal Large Language Models
by: Weng, Fenghua, et al.
Published: (2024)
by: Weng, Fenghua, et al.
Published: (2024)
Obscure but Effective: Classical Chinese Jailbreak Prompt Optimization via Bio-Inspired Search
by: Huang, Xun, et al.
Published: (2026)
by: Huang, Xun, et al.
Published: (2026)
JPRO: Automated Multimodal Jailbreaking via Multi-Agent Collaboration Framework
by: Zhou, Yuxuan, et al.
Published: (2025)
by: Zhou, Yuxuan, et al.
Published: (2025)
PBI-Attack: Prior-Guided Bimodal Interactive Black-Box Jailbreak Attack for Toxicity Maximization
by: Cheng, Ruoxi, et al.
Published: (2024)
by: Cheng, Ruoxi, et al.
Published: (2024)
NegBLEURT Forest: Leveraging Inconsistencies for Detecting Jailbreak Attacks
by: Sleem, Lama, et al.
Published: (2025)
by: Sleem, Lama, et al.
Published: (2025)
HTS-Attack: Heuristic Token Search for Jailbreaking Text-to-Image Models
by: Gao, Sensen, et al.
Published: (2024)
by: Gao, Sensen, et al.
Published: (2024)
BaThe: Defense against the Jailbreak Attack in Multimodal Large Language Models by Treating Harmful Instruction as Backdoor Trigger
by: Chen, Yulin, et al.
Published: (2024)
by: Chen, Yulin, et al.
Published: (2024)
Segmented Private Data Aggregation in the Multi-message Shuffle Model
by: Wang, Shaowei, et al.
Published: (2024)
by: Wang, Shaowei, et al.
Published: (2024)
JailbreakLens: Visual Analysis of Jailbreak Attacks Against Large Language Models
by: Feng, Yingchaojie, et al.
Published: (2024)
by: Feng, Yingchaojie, et al.
Published: (2024)
To Shuffle or not to Shuffle: Auditing DP-SGD with Shuffling
by: Annamalai, Meenatchi Sundaram Muthu Selva, et al.
Published: (2024)
by: Annamalai, Meenatchi Sundaram Muthu Selva, et al.
Published: (2024)
PolyJailbreak: Cross-Modal Jailbreaking Attacks on Black-Box Multimodal LLMs
by: Wang, Xinkai, et al.
Published: (2025)
by: Wang, Xinkai, et al.
Published: (2025)
Inducing Overthink: Hierarchical Genetic Algorithm-based DoS Attack on Black-Box Large Language Reasoning Models
by: Wang, Shuqiang, et al.
Published: (2026)
by: Wang, Shuqiang, et al.
Published: (2026)
OmniSafeBench-MM: A Unified Benchmark and Toolbox for Multimodal Jailbreak Attack-Defense Evaluation
by: Jia, Xiaojun, et al.
Published: (2025)
by: Jia, Xiaojun, et al.
Published: (2025)
SQL Injection Jailbreak: A Structural Disaster of Large Language Models
by: Zhao, Jiawei, et al.
Published: (2024)
by: Zhao, Jiawei, et al.
Published: (2024)
Token Highlighter: Inspecting and Mitigating Jailbreak Prompts for Large Language Models
by: Hu, Xiaomeng, et al.
Published: (2024)
by: Hu, Xiaomeng, et al.
Published: (2024)
LineBreaker: Finding Token-Inconsistency Bugs with Large Language Models
by: Chen, Hongbo, et al.
Published: (2024)
by: Chen, Hongbo, et al.
Published: (2024)
On the (In-)Security of the Shuffling Defense in the Transformer Secure Inference
by: Li, Zhengyi, et al.
Published: (2026)
by: Li, Zhengyi, et al.
Published: (2026)
Enhanced Privacy Bound for Shuffle Model with Personalized Privacy
by: Liu, Yixuan, et al.
Published: (2024)
by: Liu, Yixuan, et al.
Published: (2024)
Evolving Skill-Structured Attack Memory Enhances LLM Jailbreaking
by: Zhang, Junke, et al.
Published: (2026)
by: Zhang, Junke, et al.
Published: (2026)
Align is not Enough: Multimodal Universal Jailbreak Attack against Multimodal Large Language Models
by: Wang, Youze, et al.
Published: (2025)
by: Wang, Youze, et al.
Published: (2025)
Augmented Shuffle Differential Privacy Protocols for Large-Domain Categorical and Key-Value Data
by: Murakami, Takao, et al.
Published: (2025)
by: Murakami, Takao, et al.
Published: (2025)
AutoJailbreak: Exploring Jailbreak Attacks and Defenses through a Dependency Lens
by: Lu, Lin, et al.
Published: (2024)
by: Lu, Lin, et al.
Published: (2024)
FP-Inconsistent: Measurement and Analysis of Fingerprint Inconsistencies in Evasive Bot Traffic
by: Venugopalan, Hari, et al.
Published: (2024)
by: Venugopalan, Hari, et al.
Published: (2024)
Robust Single-message Shuffle Differential Privacy Protocol for Accurate Distribution Estimation
by: Li, Xiaoguang, et al.
Published: (2026)
by: Li, Xiaoguang, et al.
Published: (2026)
Why does weak-OOD help? A Further Step Towards Understanding Jailbreaking VLMs
by: Zhou, Yuxuan, et al.
Published: (2025)
by: Zhou, Yuxuan, et al.
Published: (2025)
Verifying the Fisher-Yates Shuffle Algorithm in Dafny
by: Zetzsche, Stefan, et al.
Published: (2025)
by: Zetzsche, Stefan, et al.
Published: (2025)
Playing the Fool: Jailbreaking LLMs and Multimodal LLMs with Out-of-Distribution Strategy
by: Jeong, Joonhyun, et al.
Published: (2025)
by: Jeong, Joonhyun, et al.
Published: (2025)
Compositional Jailbreaking: An Empirical Analysis of Mutator Chain Interactions in Aligned LLMs
by: Bugnot, Reinelle Jan, et al.
Published: (2026)
by: Bugnot, Reinelle Jan, et al.
Published: (2026)
You Can't Eat Your Cake and Have It Too: The Performance Degradation of LLMs with Jailbreak Defense
by: Mai, Wuyuao, et al.
Published: (2025)
by: Mai, Wuyuao, et al.
Published: (2025)
Similar Items
-
MRJ-Agent: An Effective Jailbreak Agent for Multi-Round Dialogue
by: Wang, Fengxiang, et al.
Published: (2024) -
OODFace: Benchmarking Robustness of Face Recognition under Common Corruptions and Appearance Variations
by: Kang, Caixin, et al.
Published: (2024) -
DIFFender: Diffusion-Based Adversarial Defense against Patch Attacks
by: Kang, Caixin, et al.
Published: (2023) -
Real-world Adversarial Defense against Patch Attacks based on Diffusion Model
by: Wei, Xingxing, et al.
Published: (2024) -
Heuristic-Induced Multimodal Risk Distribution Jailbreak Attack for Multimodal Large Language Models
by: Teng, Ma, et al.
Published: (2024)