Large Language Model

SoK: a Comprehensive Causality Analysis Framework for Large Language Model Security

Authors: Wei Zhao, Zhe Li, Jun Sun | Published: 2025-12-04
Prompt Injection
因果推論
Large Language Model

Benchmarking and Understanding Safety Risks in AI Character Platforms

Authors: Yiluo Wei, Peixian Zhang, Gareth Tyson | Published: 2025-12-01
キャラクターのメタデータ収集
Risk Assessment
Large Language Model

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
Prompt Injection
Large Language Model
Malicious Prompt

Defending Large Language Models Against Jailbreak Exploits with Responsible AI Considerations

Authors: Ryan Wong, Hosea David Yu Fei Ng, Dhananjai Sharma, Glenn Jun Jie Ng, Kavishvaran Srinivasan | Published: 2025-11-24
Ethical Considerations
Large Language Model
Malicious Prompt

Can MLLMs Detect Phishing? A Comprehensive Security Benchmark Suite Focusing on Dynamic Threats and Multimodal Evaluation in Academic Environments

Authors: Jingzhuo Zhou | Published: 2025-11-19
Privacy Risk Management
Prompt Injection
Large Language Model

Beyond Fixed and Dynamic Prompts: Embedded Jailbreak Templates for Advancing LLM Security

Authors: Hajun Kim, Hyunsik Na, Daeseon Choi | Published: 2025-11-18
Prompt Engineering
Large Language Model
Malicious Prompt

ForgeDAN: An Evolutionary Framework for Jailbreaking Aligned Large Language Models

Authors: Siyang Cheng, Gaotian Liu, Rui Mei, Yilin Wang, Kejia Zhang, Kaishuo Wei, Yuqi Yu, Weiping Wen, Xiaojie Wu, Junhua Liu | Published: 2025-11-17
Prompt Injection
Large Language Model
Evolutionary Algorithm

Specification-Guided Vulnerability Detection with Large Language Models

Authors: Hao Zhu, Jia Li, Cuiyun Gao, Jiaru Qian, Yihong Dong, Huanyu Liu, Lecheng Wang, Ziliang Wang, Xiaolong Hu, Ge Li | Published: 2025-11-06
Prompt Injection
Large Language Model
脆弱性検出手法

Whisper Leak: a side-channel attack on Large Language Models

Authors: Geoff McDonald, Jonathan Bar Or | Published: 2025-11-05
Traffic Characteristic Analysis
Prompt leaking
Large Language Model

Beyond Text: Multimodal Jailbreaking of Vision-Language and Audio Models through Perceptually Simple Transformations

Authors: Divyanshu Kumar, Shreyas Jena, Nitin Aravind Birur, Tanay Baswa, Sahil Agarwal, Prashanth Harshangi | Published: 2025-10-23
Model Robustness
Large Language Model
攻撃手法評価