Align in Depth: Defending Jailbreak Attacks via Progressive Answer Detoxification
Authors: Yingjie Zhang, Tong Liu, Zhe Zhao, Guozhu Meng, Kai Chen | Published: 2025-03-14
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CyberLLMInstruct: A Pseudo-malicious Dataset Revealing Safety-performance Trade-offs in Cyber Security LLM Fine-tuning
Authors: Adel ElZemity, Budi Arief, Shujun Li | Published: 2025-03-12 | Updated: 2025-09-17
Probabilistic Modeling of Jailbreak on Multimodal LLMs: From Quantification to Application
Authors: Wenzhuo Xu, Zhipeng Wei, Xiongtao Sun, Zonghao Ying, Deyue Zhang, Dongdong Yang, Xiangzheng Zhang, Quanchen Zou | Published: 2025-03-10 | Updated: 2025-07-31
Improving LLM Safety Alignment with Dual-Objective Optimization
Authors: Xuandong Zhao, Will Cai, Tianneng Shi, David Huang, Licong Lin, Song Mei, Dawn Song | Published: 2025-03-05 | Updated: 2025-06-12
Steering Dialogue Dynamics for Robustness against Multi-turn Jailbreaking Attacks
Authors: Hanjiang Hu, Alexander Robey, Changliu Liu | Published: 2025-02-28 | Updated: 2025-08-25
Beyond Surface-Level Patterns: An Essence-Driven Defense Framework Against Jailbreak Attacks in LLMs
Authors: Shiyu Xiang, Ansen Zhang, Yanfei Cao, Yang Fan, Ronghao Chen | Published: 2025-02-26 | Updated: 2025-05-28
GuidedBench: Measuring and Mitigating the Evaluation Discrepancies of In-the-wild LLM Jailbreak Methods
Authors: Ruixuan Huang, Xunguang Wang, Zongjie Li, Daoyuan Wu, Shuai Wang | Published: 2025-02-24 | Updated: 2025-07-09
Guardians of the Agentic System: Preventing Many Shots Jailbreak with Agentic System
Authors: Saikat Barua, Mostafizur Rahman, Md Jafor Sadek, Rafiul Islam, Shehenaz Khaled, Ahmedul Kabir | Published: 2025-02-23 | Updated: 2025-06-12
SEA: Low-Resource Safety Alignment for Multimodal Large Language Models via Synthetic Embeddings
Authors: Weikai Lu, Hao Peng, Huiping Zhuang, Cen Chen, Ziqian Zeng | Published: 2025-02-18 | Updated: 2025-05-21
DELMAN: Dynamic Defense Against Large Language Model Jailbreaking with Model Editing
Authors: Yi Wang, Fenghua Weng, Sibei Yang, Zhan Qin, Minlie Huang, Wenjie Wang | Published: 2025-02-17 | Updated: 2025-05-29