Large Language Model

PiCo: Jailbreaking Multimodal Large Language Models via $\textbf{Pi}$ctorial $\textbf{Co}$de Contextualization

Authors: Aofan Liu, Lulu Tang, Ting Pan, Yuguo Yin, Bin Wang, Ao Yang | Published: 2025-04-02 | Updated: 2025-04-07
Model Performance Evaluation
Large Language Model
Watermark

Prompt, Divide, and Conquer: Bypassing Large Language Model Safety Filters via Segmented and Distributed Prompt Processing

Authors: Johan Wahréus, Ahmed Hussain, Panos Papadimitratos | Published: 2025-03-27
System Development
Prompt Injection
Large Language Model

BadToken: Token-level Backdoor Attacks to Multi-modal Large Language Models

Authors: Zenghui Yuan, Jiawen Shi, Pan Zhou, Neil Zhenqiang Gong, Lichao Sun | Published: 2025-03-20
Backdoor Attack
Prompt Injection
Large Language Model

Towards Understanding the Safety Boundaries of DeepSeek Models: Evaluation and Findings

Authors: Zonghao Ying, Guangyi Zheng, Yongxin Huang, Deyue Zhang, Wenxin Zhang, Quanchen Zou, Aishan Liu, Xianglong Liu, Dacheng Tao | Published: 2025-03-19
Prompt Injection
Large Language Model
Attack Method

MirrorShield: Towards Universal Defense Against Jailbreaks via Entropy-Guided Mirror Crafting

Authors: Rui Pu, Chaozhuo Li, Rui Ha, Litian Zhang, Lirong Qiu, Xi Zhang | Published: 2025-03-17 | Updated: 2025-05-20
Prompt Injection
Large Language Model
Attack Method

A Mousetrap: Fooling Large Reasoning Models for Jailbreak with Chain of Iterative Chaos

Authors: Yang Yao, Xuan Tong, Ruofan Wang, Yixu Wang, Lujundong Li, Liang Liu, Yan Teng, Yingchun Wang | Published: 2025-02-19 | Updated: 2025-06-03
Disabling Safety Mechanisms of LLM
Ethical Considerations
Large Language Model

“Short-length” Adversarial Training Helps LLMs Defend “Long-length” Jailbreak Attacks: Theoretical and Empirical Evidence

Authors: Shaopeng Fu, Liang Ding, Di Wang | Published: 2025-02-06
Prompt Injection
Large Language Model
Adversarial Training

LLM Safety Alignment is Divergence Estimation in Disguise

Authors: Rajdeep Haldar, Ziyi Wang, Qifan Song, Guang Lin, Yue Xing | Published: 2025-02-02
Prompt Injection
Convergence Analysis
Large Language Model
Safety Alignment

A Survey on Responsible LLMs: Inherent Risk, Malicious Use, and Mitigation Strategy

Authors: Huandong Wang, Wenjie Fu, Yingzhou Tang, Zhilong Chen, Yuxi Huang, Jinghua Piao, Chen Gao, Fengli Xu, Tao Jiang, Yong Li | Published: 2025-01-16
Survey Paper
Privacy Protection
Prompt Injection
Large Language Model

Tag&Tab: Pretraining Data Detection in Large Language Models Using Keyword-Based Membership Inference Attack

Authors: Sagiv Antebi, Edan Habler, Asaf Shabtai, Yuval Elovici | Published: 2025-01-14
Cybersecurity
Privacy Protection
Large Language Model