バックドア攻撃

Transferring Backdoors between Large Language Models by Knowledge Distillation

Authors: Pengzhou Cheng, Zongru Wu, Tianjie Ju, Wei Du, Zhuosheng Zhang Gongshen Liu | Published: 2024-08-19
LLMセキュリティ
バックドア攻撃
ポイズニング

Compromising Embodied Agents with Contextual Backdoor Attacks

Authors: Aishan Liu, Yuguang Zhou, Xianglong Liu, Tianyuan Zhang, Siyuan Liang, Jiakai Wang, Yanjun Pu, Tianlin Li, Junqi Zhang, Wenbo Zhou, Qing Guo, Dacheng Tao | Published: 2024-08-06
バックドア攻撃
プロンプトインジェクション

Provable Robustness of (Graph) Neural Networks Against Data Poisoning and Backdoor Attacks

Authors: Lukas Gosch, Mahalakshmi Sabanayagam, Debarghya Ghoshdastidar, Stephan Günnemann | Published: 2024-07-15 | Updated: 2024-10-14
バックドア攻撃
ポイズニング
最適化問題

Model-agnostic clean-label backdoor mitigation in cybersecurity environments

Authors: Giorgio Severi, Simona Boboila, John Holodnak, Kendra Kratkiewicz, Rauf Izmailov, Michael J. De Lucia, Alina Oprea | Published: 2024-07-11 | Updated: 2025-05-05
バックドアモデルの検知
バックドア攻撃
防御メカニズム

CleanGen: Mitigating Backdoor Attacks for Generation Tasks in Large Language Models

Authors: Yuetai Li, Zhangchen Xu, Fengqing Jiang, Luyao Niu, Dinuka Sahabandu, Bhaskar Ramasubramanian, Radha Poovendran | Published: 2024-06-18 | Updated: 2025-03-27
LLMセキュリティ
バックドア攻撃
プロンプトインジェクション

Trading Devil: Robust backdoor attack via Stochastic investment models and Bayesian approach

Authors: Orson Mengara | Published: 2024-06-15 | Updated: 2024-09-16
バックドア攻撃
金融インテリジェンス

RMF: A Risk Measurement Framework for Machine Learning Models

Authors: Jan Schröder, Jakub Breier | Published: 2024-06-15
バックドア攻撃
ポイズニング
リスク管理

A Study of Backdoors in Instruction Fine-tuned Language Models

Authors: Jayaram Raghuram, George Kesidis, David J. Miller | Published: 2024-06-12 | Updated: 2024-08-21
LLMセキュリティ
バックドア攻撃
防御手法

A Survey of Recent Backdoor Attacks and Defenses in Large Language Models

Authors: Shuai Zhao, Meihuizi Jia, Zhongliang Guo, Leilei Gan, Xiaoyu Xu, Xiaobao Wu, Jie Fu, Yichao Feng, Fengjun Pan, Luu Anh Tuan | Published: 2024-06-10 | Updated: 2025-01-04
LLMセキュリティ
バックドア攻撃

An LLM-Assisted Easy-to-Trigger Backdoor Attack on Code Completion Models: Injecting Disguised Vulnerabilities against Strong Detection

Authors: Shenao Yan, Shen Wang, Yue Duan, Hanbin Hong, Kiho Lee, Doowon Kim, Yuan Hong | Published: 2024-06-10
LLMセキュリティ
バックドア攻撃
プロンプトインジェクション