MISLEADER: Defending against Model Extraction with Ensembles of Distilled Models
Authors: Xueqi Cheng, Minxing Zheng, Shixiang Zhu, Yushun Dong | Published: 2025-06-03
防御手法
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
BADTV: Unveiling Backdoor Threats in Third-Party Task Vectors
Authors: Chia-Yi Hsu, Yu-Lin Tsai, Yu Zhe, Yan-Lun Chen, Chih-Hsun Lin, Chia-Mu Yu, Yang Zhang, Chun-Ying Huang, Jun Sakuma | Published: 2025-01-04
Safeguarding System Prompts for LLMs
Authors: Zhifeng Jiang, Zhihua Jin, Guoliang He | Published: 2024-12-18 | Updated: 2025-01-09
Optimal Defenses Against Gradient Reconstruction Attacks
Authors: Yuxiao Chen, Gamze Gürsoy, Qi Lei | Published: 2024-11-06
Resilience in Knowledge Graph Embeddings
Authors: Arnab Sharma, N'Dah Jean Kouagou, Axel-Cyrille Ngonga Ngomo | Published: 2024-10-28
Time Traveling to Defend Against Adversarial Example Attacks in Image Classification
Authors: Anthony Etim, Jakub Szefer | Published: 2024-10-10
Prompt Infection: LLM-to-LLM Prompt Injection within Multi-Agent Systems
Authors: Donghyun Lee, Mo Tiwari | Published: 2024-10-09
SecAlign: Defending Against Prompt Injection with Preference Optimization
Authors: Sizhe Chen, Arman Zharmagambetov, Saeed Mahloujifar, Kamalika Chaudhuri, David Wagner, Chuan Guo | Published: 2024-10-07 | Updated: 2025-01-13
SoK: Towards Security and Safety of Edge AI
Authors: Tatjana Wingarz, Anne Lauscher, Janick Edinger, Dominik Kaaser, Stefan Schulte, Mathias Fischer | Published: 2024-10-07