文献データベース

Excess Capacity and Backdoor Poisoning

Authors: Naren Sarayu Manoj, Avrim Blum | Published: 2021-09-02 | Updated: 2021-11-03
データ汚染検出
バックドア攻撃
敵対的サンプル

Trade or Trick? Detecting and Characterizing Scam Tokens on Uniswap Decentralized Exchange

Authors: Pengcheng Xia, Haoyu wang, Bingyu Gao, Weihang Su, Zhou Yu, Xiapu Luo, Chao Zhang, Xusheng Xiao, Guoai Xu | Published: 2021-09-01 | Updated: 2021-11-11
フィッシング
詐欺トークン識別
金融インテリジェンス

Guarding Machine Learning Hardware Against Physical Side-Channel Attacks

Authors: Anuj Dubey, Rosario Cammarota, Vikram Suresh, Aydin Aysu | Published: 2021-09-01
ウォーターマーキング
計算効率
防御メカニズム

EG-Booster: Explanation-Guided Booster of ML Evasion Attacks

Authors: Abderrahmen Amich, Birhanu Eshete | Published: 2021-08-31 | Updated: 2021-09-02
アルゴリズム
敵対的サンプル
機械学習手法

Private Multi-Task Learning: Formulation and Applications to Federated Learning

Authors: Shengyuan Hu, Zhiwei Steven Wu, Virginia Smith | Published: 2021-08-30 | Updated: 2023-10-17
プライバシー評価
機械学習手法
連合学習

Student Surpasses Teacher: Imitation Attack for Black-Box NLP APIs

Authors: Qiongkai Xu, Xuanli He, Lingjuan Lyu, Lizhen Qu, Gholamreza Haffari | Published: 2021-08-29 | Updated: 2022-09-04
モデル抽出攻撃
機械学習手法
防御メカニズム

Machine Unlearning of Features and Labels

Authors: Alexander Warnecke, Lukas Pirch, Christian Wressnegger, Konrad Rieck | Published: 2021-08-26 | Updated: 2023-08-07
バックドア攻撃
ポイズニング
機械学習手法

Mitigating Statistical Bias within Differentially Private Synthetic Data

Authors: Sahra Ghalebikesabi, Harrison Wilde, Jack Jewson, Arnaud Doucet, Sebastian Vollmer, Chris Holmes | Published: 2021-08-24 | Updated: 2022-05-19
データ生成
プライバシー評価
機械学習手法

Semantic-Preserving Adversarial Text Attacks

Authors: Xinghao Yang, Weifeng Liu, James Bailey, Dacheng Tao, Wei Liu | Published: 2021-08-23 | Updated: 2023-03-03
アルゴリズム
テキスト生成手法
敵対的サンプル

“Adversarial Examples” for Proof-of-Learning

Authors: Rui Zhang, Jian Liu, Yuan Ding, Zhibo Wu, Qingbiao Wang, Kui Ren | Published: 2021-08-21 | Updated: 2022-04-05
アルゴリズム
トレーニングプロトコル
敵対的サンプル