ポイズニング

Exploring the Robustness of Decentralized Training for Large Language Models

Authors: Lin Lu, Chenxi Dai, Wangcheng Tao, Binhang Yuan, Yanan Sun, Pan Zhou | Published: 2023-12-01
プライバシー保護手法
ポイズニング
ポイズニング攻撃

Using Decentralized Aggregation for Federated Learning with Differential Privacy

Authors: Hadeel Abd El-Kareem, Abd El-Moaty Saleh, Ana Fernández-Vilas, Manuel Fernández-Veiga, asser El-Sonbaty | Published: 2023-11-27
プライバシー保護
ポイズニング
実験的検証

Beyond Boundaries: A Comprehensive Survey of Transferable Attacks on AI Systems

Authors: Guangjing Wang, Ce Zhou, Yuanda Wang, Bocheng Chen, Hanqing Guo, Qiben Yan | Published: 2023-11-20
プロンプトインジェクション
ポイズニング
転移学習

TextGuard: Provable Defense against Backdoor Attacks on Text Classification

Authors: Hengzhi Pei, Jinyuan Jia, Wenbo Guo, Bo Li, Dawn Song | Published: 2023-11-19 | Updated: 2023-11-25
テキスト生成手法
バックドア攻撃
ポイズニング

Poisoning Retrieval Corpora by Injecting Adversarial Passages

Authors: Zexuan Zhong, Ziqing Huang, Alexander Wettig, Danqi Chen | Published: 2023-10-29
RAGへのポイズニング攻撃
ポイズニング
敵対的サンプル

Poison is Not Traceless: Fully-Agnostic Detection of Poisoning Attacks

Authors: Xinglong Chang, Katharina Dost, Gillian Dobbie, Jörg Wicker | Published: 2023-10-24
データ生成
ポイズニング
敵対的攻撃検出

Competitive Advantage Attacks to Decentralized Federated Learning

Authors: Yuqi Jia, Minghong Fang, Neil Zhenqiang Gong | Published: 2023-10-20
クライアント貢献評価
ポイズニング
敵対的攻撃

Demystifying Poisoning Backdoor Attacks from a Statistical Perspective

Authors: Ganghua Wang, Xun Xian, Jayanth Srinivasa, Ashish Kundu, Xuan Bi, Mingyi Hong, Jie Ding | Published: 2023-10-16 | Updated: 2023-10-18
ポイズニング
モデル性能評価
収束特性

Secure Decentralized Learning with Blockchain

Authors: Xiaoxue Zhang, Yifan Hua, Chen Qian | Published: 2023-10-10 | Updated: 2024-03-11
ブロックチェーン技術
ポイズニング
連合学習

Transferable Availability Poisoning Attacks

Authors: Yiyong Liu, Michael Backes, Xiao Zhang | Published: 2023-10-08 | Updated: 2024-06-06
ポイズニング
最適化アルゴリズムの選択と評価
機械学習手法