Text Generation Method

CPA-RAG:Covert Poisoning Attacks on Retrieval-Augmented Generation in Large Language Models

Authors: Chunyang Li, Junwei Zhang, Anda Cheng, Zhuo Ma, Xinghua Li, Jianfeng Ma | Published: 2025-05-26
Poisoning attack on RAG
Text Generation Method
Poisoning Attack

BitHydra: Towards Bit-flip Inference Cost Attack against Large Language Models

Authors: Xiaobei Yan, Yiming Li, Zhaoxin Fan, Han Qiu, Tianwei Zhang | Published: 2025-05-22
LLM Security
Text Generation Method
Prompt Injection

Blind Spot Navigation: Evolutionary Discovery of Sensitive Semantic Concepts for LVLMs

Authors: Zihao Pan, Yu Tong, Weibin Wu, Jingyi Wang, Lifeng Chen, Zhe Zhao, Jiajia Wei, Yitong Qiao, Zibin Zheng | Published: 2025-05-21
Text Generation Method
Prompt leaking
Vulnerability of Visualization

MorphMark: Flexible Adaptive Watermarking for Large Language Models

Authors: Zongqi Wang, Tianle Gu, Baoyuan Wu, Yujiu Yang | Published: 2025-05-14 | Updated: 2025-05-20
Text Generation Method
Digital Watermarking for Generative AI
Watermark Robustness

AutoRedTeamer: Autonomous Red Teaming with Lifelong Attack Integration

Authors: Andy Zhou, Kevin Wu, Francesco Pinto, Zhaorun Chen, Yi Zeng, Yu Yang, Shuang Yang, Sanmi Koyejo, James Zou, Bo Li | Published: 2025-03-20
Error Handling
Text Generation Method
Test Case Generation

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
Alignment
Text Generation Method
Prompt Injection

ChatNVD: Advancing Cybersecurity Vulnerability Assessment with Large Language Models

Authors: Shivansh Chopra, Hussain Ahmad, Diksha Goel, Claudia Szabo | Published: 2024-12-06 | Updated: 2025-05-20
Text Generation Method
Prompt Injection
Computational Efficiency

Model-based Large Language Model Customization as Service

Authors: Zhaomin Wu, Jizhou Guo, Junyi Hou, Bingsheng He, Lixin Fan, Qiang Yang | Published: 2024-10-14 | Updated: 2025-05-22
Text Generation Method
Privacy Management
Differential Privacy

OD-Stega: LLM-Based Near-Imperceptible Steganography via Optimized Distributions

Authors: Yu-Shin Huang, Peter Just, Krishna Narayanan, Chao Tian | Published: 2024-10-06
Text Generation Method
Optimization Problem

Adversarial Text Purification: A Large Language Model Approach for Defense

Authors: Raha Moraffah, Shubh Khandelwal, Amrita Bhattacharjee, Huan Liu | Published: 2024-02-05
Text Generation Method
Prompt Injection
Adversarial Text Purification