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
Large Language Model
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
On the Effectiveness of Instruction-Tuning Local LLMs for Identifying Software Vulnerabilities
Authors: Sangryu Park, Gihyuk Ko, Homook Cho | Published: 2025-12-23
Large Language Models as a (Bad) Security Norm in the Context of Regulation and Compliance
Authors: Kaspar Rosager Ludvigsen | Published: 2025-12-18
FlipLLM: Efficient Bit-Flip Attacks on Multimodal LLMs using Reinforcement Learning
Authors: Khurram Khalil, Khaza Anuarul Hoque | Published: 2025-12-10
Attention is All You Need to Defend Against Indirect Prompt Injection Attacks in LLMs
Authors: Yinan Zhong, Qianhao Miao, Yanjiao Chen, Jiangyi Deng, Yushi Cheng, Wenyuan Xu | Published: 2025-12-09
SoK: a Comprehensive Causality Analysis Framework for Large Language Model Security
Authors: Wei Zhao, Zhe Li, Jun Sun | Published: 2025-12-04
Benchmarking and Understanding Safety Risks in AI Character Platforms
Authors: Yiluo Wei, Peixian Zhang, Gareth Tyson | Published: 2025-12-01
Adversarial Attack-Defense Co-Evolution for LLM Safety Alignment via Tree-Group Dual-Aware Search and Optimization
Authors: Xurui Li, Kaisong Song, Rui Zhu, Pin-Yu Chen, Haixu Tang | Published: 2025-11-24