KG-DF: A Black-box Defense Framework against Jailbreak Attacks Based on Knowledge Graphs
Fuente:
arXiv
Saved in:
| Main Authors: | Liu, Shuyuan, Chen, Jiawei, Yang, Xiao, Su, Hang, Yin, Zhaoxia |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
JailPO: A Novel Black-box Jailbreak Framework via Preference Optimization against Aligned LLMs
by: Li, Hongyi, et al.
Published: (2024)
by: Li, Hongyi, et al.
Published: (2024)
Defense-as-a-Service: Black-box Shielding against Backdoored Graph Models
by: Yang, Xiao, et al.
Published: (2024)
by: Yang, Xiao, et al.
Published: (2024)
RL-JACK: Reinforcement Learning-powered Black-box Jailbreaking Attack against LLMs
by: Chen, Xuan, et al.
Published: (2024)
by: Chen, Xuan, et al.
Published: (2024)
Multi-task Adversarial Attacks against Black-box Model with Few-shot Queries
by: Wang, Wenqiang, et al.
Published: (2025)
by: Wang, Wenqiang, et al.
Published: (2025)
AgentTypo: Adaptive Typographic Prompt Injection Attacks against Black-box Multimodal Agents
by: Li, Yanjie, et al.
Published: (2025)
by: Li, Yanjie, et al.
Published: (2025)
Defensive Prompt Patch: A Robust and Interpretable Defense of LLMs against Jailbreak Attacks
by: Xiong, Chen, et al.
Published: (2024)
by: Xiong, Chen, et al.
Published: (2024)
Query Provenance Analysis: Efficient and Robust Defense against Query-based Black-box Attacks
by: Li, Shaofei, et al.
Published: (2024)
by: Li, Shaofei, et al.
Published: (2024)
NSmark: Null Space Based Black-box Watermarking Defense Framework for Language Models
by: Zhao, Haodong, et al.
Published: (2024)
by: Zhao, Haodong, et al.
Published: (2024)
Ensemble Privacy Defense for Knowledge-Intensive LLMs against Membership Inference Attacks
by: Fu, Haowei, et al.
Published: (2025)
by: Fu, Haowei, et al.
Published: (2025)
DiscourseFlip: An Oblique Discourse-Level Opinion Manipulation Attack against Black-box Retrieval-Augmented Generation
by: Gong, Yuyang, et al.
Published: (2026)
by: Gong, Yuyang, et al.
Published: (2026)
Scalable Defense against In-the-wild Jailbreaking Attacks with Safety Context Retrieval
by: Chen, Taiye, et al.
Published: (2025)
by: Chen, Taiye, et al.
Published: (2025)
SoK: Robustness in Large Language Models against Jailbreak Attacks
by: Xu, Feiyue, et al.
Published: (2026)
by: Xu, Feiyue, et al.
Published: (2026)
Jailbreaking Prompt Attack: A Controllable Adversarial Attack against Diffusion Models
by: Ma, Jiachen, et al.
Published: (2024)
by: Ma, Jiachen, et al.
Published: (2024)
Data to Defense: The Role of Curation in Customizing LLMs Against Jailbreaking Attacks
by: Liu, Xiaoqun, et al.
Published: (2024)
by: Liu, Xiaoqun, et al.
Published: (2024)
AttacKG+:Boosting Attack Knowledge Graph Construction with Large Language Models
by: Zhang, Yongheng, et al.
Published: (2024)
by: Zhang, Yongheng, et al.
Published: (2024)
Constitutional Classifiers++: Efficient Production-Grade Defenses against Universal Jailbreaks
by: Cunningham, Hoagy, et al.
Published: (2026)
by: Cunningham, Hoagy, et al.
Published: (2026)
FraudShield: Knowledge Graph Empowered Defense for LLMs against Fraud Attacks
by: Xu, Naen, et al.
Published: (2026)
by: Xu, Naen, et al.
Published: (2026)
Enhanced MLLM Black-Box Jailbreaking Attacks and Defenses
by: Zhong, Xingwei, et al.
Published: (2025)
by: Zhong, Xingwei, et al.
Published: (2025)
Who Can See Through You? Adversarial Shielding Against VLM-Based Attribute Inference Attacks
by: Fan, Yucheng, et al.
Published: (2025)
by: Fan, Yucheng, et al.
Published: (2025)
Evolving Security in LLMs: A Study of Jailbreak Attacks and Defenses
by: Shang, Zhengchun, et al.
Published: (2025)
by: Shang, Zhengchun, et al.
Published: (2025)
AISA: Awakening Intrinsic Safety Awareness in Large Language Models against Jailbreak Attacks
by: Song, Weiming, et al.
Published: (2026)
by: Song, Weiming, et al.
Published: (2026)
A Comprehensive Study of Jailbreak Attack versus Defense for Large Language Models
by: Xu, Zihao, et al.
Published: (2024)
by: Xu, Zihao, et al.
Published: (2024)
Transferable & Stealthy Ensemble Attacks: A Black-Box Jailbreaking Framework for Large Language Models
by: Yang, Yiqi, et al.
Published: (2024)
by: Yang, Yiqi, et al.
Published: (2024)
Exploring the Secondary Risks of Large Language Models
by: Chen, Jiawei, et al.
Published: (2025)
by: Chen, Jiawei, et al.
Published: (2025)
Red Teaming Large Reasoning Models
by: Chen, Jiawei, et al.
Published: (2025)
by: Chen, Jiawei, et al.
Published: (2025)
GUARD-SLM: Token Activation-Based Defense Against Jailbreak Attacks for Small Language Models
by: Mia, Md Jueal, et al.
Published: (2026)
by: Mia, Md Jueal, et al.
Published: (2026)
A Causal Perspective for Enhancing Jailbreak Attack and Defense
by: Pan, Licheng, et al.
Published: (2026)
by: Pan, Licheng, et al.
Published: (2026)
DIFFender: Diffusion-Based Adversarial Defense against Patch Attacks
by: Kang, Caixin, et al.
Published: (2023)
by: Kang, Caixin, et al.
Published: (2023)
CAVGAN: Unifying Jailbreak and Defense of LLMs via Generative Adversarial Attacks on their Internal Representations
by: Li, Xiaohu, et al.
Published: (2025)
by: Li, Xiaohu, et al.
Published: (2025)
BSPA: Exploring Black-box Stealthy Prompt Attacks against Image Generators
by: Tian, Yu, et al.
Published: (2024)
by: Tian, Yu, et al.
Published: (2024)
UNSEEN: A Cross-Stack LLM Unlearning Defense against AR-LLM Social Engineering Attacks
by: Yu, Tianlong, et al.
Published: (2026)
by: Yu, Tianlong, et al.
Published: (2026)
AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks
by: Zeng, Yifan, et al.
Published: (2024)
by: Zeng, Yifan, et al.
Published: (2024)
Graph of Attacks: Improved Black-Box and Interpretable Jailbreaks for LLMs
by: Akbar-Tajari, Mohammad, et al.
Published: (2025)
by: Akbar-Tajari, Mohammad, et al.
Published: (2025)
A Critical Evaluation of Defenses against Prompt Injection Attacks
by: Jia, Yuqi, et al.
Published: (2025)
by: Jia, Yuqi, et al.
Published: (2025)
A General Black-box Adversarial Attack on Graph-based Fake News Detectors
by: Zhu, Peican, et al.
Published: (2024)
by: Zhu, Peican, et al.
Published: (2024)
Persona Attack: Incremental Memory Injection Jailbreak Attack against Large Language Models
by: Park, Junyoung, et al.
Published: (2026)
by: Park, Junyoung, et al.
Published: (2026)
Attention Slipping: A Mechanistic Understanding of Jailbreak Attacks and Defenses in LLMs
by: Hu, Xiaomeng, et al.
Published: (2025)
by: Hu, Xiaomeng, et al.
Published: (2025)
Bidirectional Intention Inference Enhances LLMs' Defense Against Multi-Turn Jailbreak Attacks
by: Tong, Haibo, et al.
Published: (2025)
by: Tong, Haibo, et al.
Published: (2025)
FBA$^2$D: Frequency-based Black-box Attack for AI-generated Image Detection
by: Chen, Xiaojing, et al.
Published: (2025)
by: Chen, Xiaojing, et al.
Published: (2025)
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)
Similar Items
-
JailPO: A Novel Black-box Jailbreak Framework via Preference Optimization against Aligned LLMs
by: Li, Hongyi, et al.
Published: (2024) -
Defense-as-a-Service: Black-box Shielding against Backdoored Graph Models
by: Yang, Xiao, et al.
Published: (2024) -
RL-JACK: Reinforcement Learning-powered Black-box Jailbreaking Attack against LLMs
by: Chen, Xuan, et al.
Published: (2024) -
Multi-task Adversarial Attacks against Black-box Model with Few-shot Queries
by: Wang, Wenqiang, et al.
Published: (2025) -
AgentTypo: Adaptive Typographic Prompt Injection Attacks against Black-box Multimodal Agents
by: Li, Yanjie, et al.
Published: (2025)