Defense Method

LLMail-Inject: A Dataset from a Realistic Adaptive Prompt Injection Challenge

Authors: Sahar Abdelnabi, Aideen Fay, Ahmed Salem, Egor Zverev, Kai-Chieh Liao, Chi-Huang Liu, Chun-Chih Kuo, Jannis Weigend, Danyael Manlangit, Alex Apostolov, Haris Umair, João Donato, Masayuki Kawakita, Athar Mahboob, Tran Huu Bach, Tsun-Han Chiang, Myeongjin Cho, Hajin Choi, Byeonghyeon Kim, Hyeonjin Lee, Benjamin Pannell, Conor McCauley, Mark Russinovich, Andrew Paverd, Giovanni Cherubin | Published: 2025-06-11
Indirect Prompt Injection
Prompt Injection
Defense Method
2025.06.11 2025.06.13
Literature Database

Design Patterns for Securing LLM Agents against Prompt Injections

Authors: Luca Beurer-Kellner, Beat Buesser Ana-Maria Creţu, Edoardo Debenedetti, Daniel Dobos, Daniel Fabian, Marc Fischer, David Froelicher, Kathrin Grosse, Daniel Naeff, Ezinwanne Ozoani, Andrew Paverd, Florian Tramèr, Václav Volhejn | Published: 2025-06-10 | Updated: 2025-06-11
Indirect Prompt Injection
Prompt Injection
Defense Method
2025.06.10 2025.06.13
Literature Database

Your Agent Can Defend Itself against Backdoor Attacks

Authors: Li Changjiang, Liang Jiacheng, Cao Bochuan, Chen Jinghui, Wang Ting | Published: 2025-06-10 | Updated: 2025-06-11
Poisoning attack on RAG
Backdoor Attack Mitigation
Defense Method
2025.06.10 2025.06.13
Literature Database

TokenBreak: Bypassing Text Classification Models Through Token Manipulation

Authors: Kasimir Schulz, Kenneth Yeung, Kieran Evans | Published: 2025-06-09
Adversarial Attack Methods
Defense Method
2025.06.09 2025.06.11
Literature Database

MISLEADER: Defending against Model Extraction with Ensembles of Distilled Models

Authors: Xueqi Cheng, Minxing Zheng, Shixiang Zhu, Yushun Dong | Published: 2025-06-03
Model Extraction Attack
Detection of Model Extraction Attacks
Defense Method
2025.06.03 2025.06.05
Literature Database

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
LLM Security
Prompt Injection
Defense Method
2025.02.17 2025.05.31
Literature Database

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
Backdoor Attack
Defense Method
2025.01.04 2025.05.27
Literature Database

Safeguarding System Prompts for LLMs

Authors: Zhifeng Jiang, Zhihua Jin, Guoliang He | Published: 2024-12-18 | Updated: 2025-01-09
LLM Performance Evaluation
Prompt Injection
Defense Method
2024.12.18 2025.05.27
Literature Database

Optimal Defenses Against Gradient Reconstruction Attacks

Authors: Yuxiao Chen, Gamze Gürsoy, Qi Lei | Published: 2024-11-06
Poisoning
Defense Method
2024.11.06 2025.05.27
Literature Database

Resilience in Knowledge Graph Embeddings

Authors: Arnab Sharma, N'Dah Jean Kouagou, Axel-Cyrille Ngonga Ngomo | Published: 2024-10-28
Membership Inference
Defense Method
2024.10.28 2025.05.27
Literature Database
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