Obscure but Effective: Classical Chinese Jailbreak Prompt Optimization via Bio-Inspired Search
Authors: Xun Huang, Simeng Qin, Xiaoshuang Jia, Ranjie Duan, Huanqian Yan, Zhitao Zeng, Fei Yang, Yang Liu, Xiaojun Jia | Published: 2026-02-26
Large Language Model
Recursive language models for jailbreak detection: a procedural defense for tool-augmented agents
Authors: Doron Shavit | Published: 2026-02-18
DeepSight: An All-in-One LM Safety Toolkit
Authors: Bo Zhang, Jiaxuan Guo, Lijun Li, Dongrui Liu, Sujin Chen, Guanxu Chen, Zhijie Zheng, Qihao Lin, Lewen Yan, Chen Qian, Yijin Zhou, Yuyao Wu, Shaoxiong Guo, Tianyi Du, Jingyi Yang, Xuhao Hu, Ziqi Miao, Xiaoya Lu, Jing Shao, Xia Hu | Published: 2026-02-12
Large Language Lobotomy: Jailbreaking Mixture-of-Experts via Expert Silencing
Authors: Jona te Lintelo, Lichao Wu, Stjepan Picek | Published: 2026-02-09
BadTemplate: A Training-Free Backdoor Attack via Chat Template Against Large Language Models
Authors: Zihan Wang, Hongwei Li, Rui Zhang, Wenbo Jiang, Guowen Xu | Published: 2026-02-05
How Few-shot Demonstrations Affect Prompt-based Defenses Against LLM Jailbreak Attacks
Authors: Yanshu Wang, Shuaishuai Yang, Jingjing He, Tong Yang | Published: 2026-02-04
LLMs Can Unlearn Refusal with Only 1,000 Benign Samples
Authors: Yangyang Guo, Ziwei Xu, Si Liu, Zhiming Zheng, Mohan Kankanhalli | Published: 2026-01-27
SpatialJB: How Text Distribution Art Becomes the “Jailbreak Key” for LLM Guardrails
Authors: Zhiyi Mou, Jingyuan Yang, Zeheng Qian, Wangze Ni, Tianfang Xiao, Ning Liu, Chen Zhang, Zhan Qin, Kui Ren | Published: 2026-01-14
HoneyTrap: Deceiving Large Language Model Attackers to Honeypot Traps with Resilient Multi-Agent Defense
Authors: Siyuan Li, Xi Lin, Jun Wu, Zehao Liu, Haoyu Li, Tianjie Ju, Xiang Chen, Jianhua Li | Published: 2026-01-07
Jailbreaking LLMs & VLMs: Mechanisms, Evaluation, and Unified Defense
Authors: Zejian Chen, Chaozhuo Li, Chao Li, Xi Zhang, Litian Zhang, Yiming He | Published: 2026-01-07