バックドアモデルの検知

Secure Transfer Learning: Training Clean Models Against Backdoor in (Both) Pre-trained Encoders and Downstream Datasets

Authors: Yechao Zhang, Yuxuan Zhou, Tianyu Li, Minghui Li, Shengshan Hu, Wei Luo, Leo Yu Zhang | Published: 2025-04-16
バックドアモデルの検知
学習の改善
防御手法の効果分析

ToxicSQL: Migrating SQL Injection Threats into Text-to-SQL Models via Backdoor Attack

Authors: Meiyu Lin, Haichuan Zhang, Jiale Lao, Renyuan Li, Yuanchun Zhou, Carl Yang, Yang Cao, Mingjie Tang | Published: 2025-03-07 | Updated: 2025-04-03
バックドアモデルの検知
バックドア攻撃
モデル性能評価

Infighting in the Dark: Multi-Label Backdoor Attack in Federated Learning

Authors: Ye Li, Yanchao Zhao, Chengcheng Zhu, Jiale Zhang | Published: 2024-09-29 | Updated: 2025-03-22
IDマッピングの構築
バックドアモデルの検知
敵対的攻撃

Defending Against Weight-Poisoning Backdoor Attacks for Parameter-Efficient Fine-Tuning

Authors: Shuai Zhao, Leilei Gan, Luu Anh Tuan, Jie Fu, Lingjuan Lyu, Meihuizi Jia, Jinming Wen | Published: 2024-02-19 | Updated: 2024-03-29
バックドアモデルの検知
攻撃手法
防御手法

LMSanitator: Defending Prompt-Tuning Against Task-Agnostic Backdoors

Authors: Chengkun Wei, Wenlong Meng, Zhikun Zhang, Min Chen, Minghu Zhao, Wenjing Fang, Lei Wang, Zihui Zhang, Wenzhi Chen | Published: 2023-08-26 | Updated: 2023-10-14
トリガーの検知
バックドアモデルの検知
攻撃手法

T-Miner: A Generative Approach to Defend Against Trojan Attacks on DNN-based Text Classification

Authors: Ahmadreza Azizi, Ibrahim Asadullah Tahmid, Asim Waheed, Neal Mangaokar, Jiameng Pu, Mobin Javed, Chandan K. Reddy, Bimal Viswanath | Published: 2021-03-07 | Updated: 2021-03-11
テキストの摂動手法
バックドアモデルの検知
攻撃手法

ONION: A Simple and Effective Defense Against Textual Backdoor Attacks

Authors: Fanchao Qi, Yangyi Chen, Mukai Li, Yuan Yao, Zhiyuan Liu, Maosong Sun | Published: 2020-11-20 | Updated: 2021-11-03
テキストの摂動手法
トリガーの検知
バックドアモデルの検知

Backdoor Attacks to Graph Neural Networks

Authors: Zaixi Zhang, Jinyuan Jia, Binghui Wang, Neil Zhenqiang Gong | Published: 2020-06-19 | Updated: 2021-12-17
バックドアモデルの検知
バックドア攻撃
防御手法

Februus: Input Purification Defense Against Trojan Attacks on Deep Neural Network Systems

Authors: Bao Gia Doan, Ehsan Abbasnejad, Damith C. Ranasinghe | Published: 2019-08-09 | Updated: 2020-09-28
トリガーの検知
トロイの木馬検出
バックドアモデルの検知

Supervised Machine Learning Techniques for Trojan Detection with Ring Oscillator Network

Authors: Kyle Worley, Md Tauhidur Rahman | Published: 2019-03-12
ハードウェアセキュリティ
バックドアモデルの検知
マルチクラス分類