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README.md

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 A Unified Benchmark and Toolbox for Multimodal Jailbreak Attack–Defense Evaluation
 
 ## Integrated Attack Methods
+| Name | Full paper title | Paper | Code | Classification |
+|------|------------------|-------|------|----------------|
+| FigStep / FigStep-Pro | FigStep: Jailbreaking Large Vision-Language Models via Typographic Visual Prompts | [paper link](https://arxiv.org/abs/2311.05608) | [code link](https://github.com/ThuCCSLab/FigStep) | Black-box — Structured visual carriers |
+| QR-Attack (MM-SafetyBench) | MM-SafetyBench: A Benchmark for Safety Evaluation of Multimodal Large Language Models | [paper link](https://arxiv.org/abs/2311.17600) | [code link](https://github.com/isXinLiu/MM-SafetyBench) | Black-box — Structured visual carriers |
+| MML | Jailbreak Large Vision-Language Models Through Multi-Modal Linkage | [paper link](https://aclanthology.org/2025.acl-long.74/) | [code link](https://github.com/wangyu-ovo/MML) | Black-box — Structured visual carriers |
+| CS-DJ | Distraction is All You Need for Multimodal Large Language Model Jailbreaking | [paper link](https://arxiv.org/abs/2502.10794) | [code link](https://github.com/TeamPigeonLab/CS-DJ) | Black-box — OOD (attention / distribution manipulation) |
+| SI-Attack | Jailbreaking Multimodal Large Language Models via Shuffle Inconsistency | [paper link](https://arxiv.org/abs/2501.04931) | [code link](https://github.com/zhaoshiji123/SI-Attack) | Black-box — OOD (shuffle / attention inconsistency) |
+| JOOD | Playing the Fool: Jailbreaking LLMs and Multimodal LLMs with Out-of-Distribution Strategy | [paper link](https://arxiv.org/abs/2503.20823) | [code link](https://github.com/naver-ai/JOOD) | Black-box — OOD (OOD strategy) |
+| HIMRD | Heuristic-Induced Multimodal Risk Distribution (HIMRD) Jailbreak Attack | [paper link](https://arxiv.org/abs/2412.05934) | [code link](https://github.com/MaTengSYSU/HIMRD-jailbreak) | Black-box — OOD / risk distribution |
+| HADES | Images are Achilles’ Heel of Alignment: Exploiting Visual Vulnerabilities for Jailbreaking Multimodal Large Language Models | [paper link](https://arxiv.org/abs/2403.09792) | [code link](https://github.com/AoiDragon/HADES) | Black-box — Structured visual carriers |
+| BAP | Jailbreak Vision Language Models via Bi-Modal Adversarial Prompt (BAP) | [paper link](https://arxiv.org/abs/2406.04031) | [code link](https://github.com/NY1024/BAP-Jailbreak-Vision-Language-Models-via-Bi-Modal-Adversarial-Prompt) | White-box — Cross-modal |
+| visual_adv | Visual Adversarial Examples Jailbreak Aligned Large Language Models | [paper link](https://ojs.aaai.org/index.php/AAAI/article/view/30150) | [code link](https://github.com/Unispac/Visual-Adversarial-Examples-Jailbreak-Large-Language-Models) | White-box — Single-modal |
+| VisCRA | VisCRA: A Visual Chain Reasoning Attack for Jailbreaking Multimodal Large Language Models | [paper link](https://arxiv.org/abs/2505.19684) | [code link](https://github.com/DyMessi/VisCRA) | Black-box — Structured visual carriers |
+| UMK | White-box Multimodal Jailbreaks Against Large Vision-Language Models (Universal Master Key, UMK) | [paper link](https://arxiv.org/abs/2405.17894) | [code link](https://github.com/roywang021/UMK) | White-box — Cross-modal |
+| PBI-Attack | Prior-Guided Bimodal Interactive Black-Box Jailbreak Attack for Toxicity Maximization (PBI-Attack) | [paper link](https://aclanthology.org/2025.emnlp-main.32.pdf) | [code link](https://github.com/Rosy0912/PBI-Attack) | Black-box — Query optimization & transfer |
+| ImgJP / DeltaJP | Jailbreaking Attack against Multimodal Large Language Model (imgJP / deltaJP) | [paper link](https://arxiv.org/abs/2402.02309) | [code link](https://github.com/abc03570128/Jailbreaking-Attack-against-Multimodal-Large-Language-Model) | White-box — Single-modal |
+| JPS | JPS: Jailbreak Multimodal Large Language Models with Collaborative Visual Perturbation and Textual Steering | [paper link](https://arxiv.org/abs/2508.05087) | [code link](https://github.com/thu-coai/JPS) | White-box — Cross-modal |
+
 
 ## 🛡️Integrated Defense Methods
 | No. | Title                                                                                                                                                               | Type | Venue | Paper     | Code      |