TrapSuffix: Proactive Defense Against Adversarial Suffixes in Jailbreaking
Fuente:
arXiv
Saved in:
| Main Authors: | Du, Mengyao, Fang, Han, Ma, Haokai, Yang, Gang, Yin, Quanjun, Ji, Shouling, Chang, Ee-Chien |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SnapGuard: Lightweight Prompt Injection Detection for Screenshot-Based Web Agents
by: Du, Mengyao, et al.
Published: (2026)
by: Du, Mengyao, et al.
Published: (2026)
Adversarial Suffix Filtering: a Defense Pipeline for LLMs
by: Khachaturov, David, et al.
Published: (2025)
by: Khachaturov, David, et al.
Published: (2025)
Universal Jailbreak Suffixes Are Strong Attention Hijackers
by: Ben-Tov, Matan, et al.
Published: (2025)
by: Ben-Tov, Matan, et al.
Published: (2025)
TASO: Jailbreak LLMs via Alternative Template and Suffix Optimization
by: Wang, Yanting, et al.
Published: (2025)
by: Wang, Yanting, et al.
Published: (2025)
Mask-GCG: Are All Tokens in Adversarial Suffixes Necessary for Jailbreak Attacks?
by: Mu, Junjie, et al.
Published: (2025)
by: Mu, Junjie, et al.
Published: (2025)
GASP: Efficient Black-Box Generation of Adversarial Suffixes for Jailbreaking LLMs
by: Basani, Advik Raj, et al.
Published: (2024)
by: Basani, Advik Raj, et al.
Published: (2024)
Enhancing Model Defense Against Jailbreaks with Proactive Safety Reasoning
by: Yang, Xianglin, et al.
Published: (2025)
by: Yang, Xianglin, et al.
Published: (2025)
Removal Attack and Defense on AI-generated Content Latent-based Watermarking
by: Lee, De Zhang, et al.
Published: (2025)
by: Lee, De Zhang, et al.
Published: (2025)
Accelerating Suffix Jailbreak attacks with Prefix-Shared KV-cache
by: Wang, Xinhai, et al.
Published: (2026)
by: Wang, Xinhai, et al.
Published: (2026)
Advancing Adversarial Suffix Transfer Learning on Aligned Large Language Models
by: Liu, Hongfu, et al.
Published: (2024)
by: Liu, Hongfu, et al.
Published: (2024)
Proof-of-Authorship for Diffusion-based AI Generated Content
by: Lee, De Zhang, et al.
Published: (2026)
by: Lee, De Zhang, et al.
Published: (2026)
Tit-for-Tat: Safeguarding Large Vision-Language Models Against Jailbreak Attacks via Adversarial Defense
by: Hao, Shuyang, et al.
Published: (2025)
by: Hao, Shuyang, et al.
Published: (2025)
WHITE PAPER: A Brief Exploration of Data Exfiltration using GCG Suffixes
by: Valbuena, Victor
Published: (2024)
by: Valbuena, Victor
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)
AttackSeqBench: Benchmarking the Capabilities of LLMs for Attack Sequences Understanding
by: Ma, Haokai, et al.
Published: (2025)
by: Ma, Haokai, et al.
Published: (2025)
Route to Rome Attack: Directing LLM Routers to Expensive Models via Adversarial Suffix Optimization
by: Tang, Haochun, et al.
Published: (2026)
by: Tang, Haochun, 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)
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)
Beyond Surface-Level Patterns: An Essence-Driven Defense Framework Against Jailbreak Attacks in LLMs
by: Xiang, Shiyu, et al.
Published: (2025)
by: Xiang, Shiyu, et al.
Published: (2025)
Super Suffixes: Bypassing Text Generation Alignment and Guard Models Simultaneously
by: Adiletta, Andrew, et al.
Published: (2025)
by: Adiletta, Andrew, et al.
Published: (2025)
SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents
by: Liang, Siyuan, et al.
Published: (2025)
by: Liang, Siyuan, et al.
Published: (2025)
TrapFlow: Controllable Website Fingerprinting Defense via Dynamic Backdoor Learning
by: Liang, Siyuan, et al.
Published: (2024)
by: Liang, Siyuan, et al.
Published: (2024)
IPIGuard: A Novel Tool Dependency Graph-Based Defense Against Indirect Prompt Injection in LLM Agents
by: An, Hengyu, et al.
Published: (2025)
by: An, Hengyu, et al.
Published: (2025)
DELMAN: Dynamic Defense Against Large Language Model Jailbreaking with Model Editing
by: Wang, Yi, et al.
Published: (2025)
by: Wang, Yi, et al.
Published: (2025)
Proactive defense against LLM Jailbreak
by: Zhao, Weiliang, et al.
Published: (2025)
by: Zhao, Weiliang, et al.
Published: (2025)
Proactive Hardening of LLM Defenses with HASTE
by: Chen, Henry, et al.
Published: (2026)
by: Chen, Henry, et al.
Published: (2026)
NeuroBreak: Unveil Internal Jailbreak Mechanisms in Large Language Models
by: Zhang, Chuhan, et al.
Published: (2025)
by: Zhang, Chuhan, 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)
Cuckoo Attack: Stealthy and Persistent Attacks Against AI-IDE
by: Liu, Xinpeng, et al.
Published: (2025)
by: Liu, Xinpeng, et al.
Published: (2025)
Shattering the Echo Chamber: Hidden Safeguards in Manuscripts Against the AI Takeover of Peer Review
by: Ma, Oubo, et al.
Published: (2026)
by: Ma, Oubo, et al.
Published: (2026)
Diffusion-Guided Adversarial Perturbation Injection for Generalizable Defense Against Facial Manipulations
by: Li, Yue, et al.
Published: (2026)
by: Li, Yue, et al.
Published: (2026)
Guaranteed Jailbreaking Defense via Disrupt-and-Rectify Smoothing
by: Lin, Zheng, et al.
Published: (2026)
by: Lin, Zheng, et al.
Published: (2026)
A Practical and Secure Byzantine Robust Aggregator
by: Lee, De Zhang, et al.
Published: (2025)
by: Lee, De Zhang, et al.
Published: (2025)
T-Edge: Trusted Heterogeneous Edge Computing
by: Shen, Jiamin, et al.
Published: (2024)
by: Shen, Jiamin, et al.
Published: (2024)
Enhancing Adversarial Transferability with Adversarial Weight Tuning
by: Chen, Jiahao, et al.
Published: (2024)
by: Chen, Jiahao, et al.
Published: (2024)
TRYLOCK: Defense-in-Depth Against LLM Jailbreaks via Layered Preference and Representation Engineering
by: Thornton, Scott
Published: (2026)
by: Thornton, Scott
Published: (2026)
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)
Jailbreaking LLMs & VLMs: Mechanisms, Evaluation, and Unified Defense
by: Chen, Zejian, et al.
Published: (2026)
by: Chen, Zejian, 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)
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)
Similar Items
-
SnapGuard: Lightweight Prompt Injection Detection for Screenshot-Based Web Agents
by: Du, Mengyao, et al.
Published: (2026) -
Adversarial Suffix Filtering: a Defense Pipeline for LLMs
by: Khachaturov, David, et al.
Published: (2025) -
Universal Jailbreak Suffixes Are Strong Attention Hijackers
by: Ben-Tov, Matan, et al.
Published: (2025) -
TASO: Jailbreak LLMs via Alternative Template and Suffix Optimization
by: Wang, Yanting, et al.
Published: (2025) -
Mask-GCG: Are All Tokens in Adversarial Suffixes Necessary for Jailbreak Attacks?
by: Mu, Junjie, et al.
Published: (2025)