ロバスト性

Towards Resilient Artificial Intelligence: Survey and Research Issues

Authors: Oliver Eigner, Sebastian Eresheim, Peter Kieseberg, Lukas Daniel Klausner, Martin Pirker, Torsten Priebe, Simon Tjoa, Fiammetta Marulli, Francesco Mercaldo | Published: 2021-09-18
ロバスト性
将来の研究
敵対的攻撃

Advances in adversarial attacks and defenses in computer vision: A survey

Authors: Naveed Akhtar, Ajmal Mian, Navid Kardan, Mubarak Shah | Published: 2021-08-01 | Updated: 2021-09-02
バックドア攻撃
ロバスト性
敵対的サンプル

A Decentralized Federated Learning Framework via Committee Mechanism with Convergence Guarantee

Authors: Chunjiang Che, Xiaoli Li, Chuan Chen, Xiaoyu He, Zibin Zheng | Published: 2021-08-01 | Updated: 2022-09-08
アルゴリズム
ロバスト性
連合学習

Unveiling the potential of Graph Neural Networks for robust Intrusion Detection

Authors: David Pujol-Perich, José Suárez-Varela, Albert Cabellos-Aparicio, Pere Barlet-Ros | Published: 2021-07-30
MLベースのIDS
ロバスト性
機械学習アルゴリズム

Principles for Evaluation of AI/ML Model Performance and Robustness

Authors: Olivia Brown, Andrew Curtis, Justin Goodwin | Published: 2021-07-06
モデル性能評価
ロバスト性
ロバスト性に関する評価

Certifiably Robust Interpretation via Renyi Differential Privacy

Authors: Ao Liu, Xiaoyu Chen, Sijia Liu, Lirong Xia, Chuang Gan | Published: 2021-07-04
プライバシー分析
ロバスト性
計算効率

Robust and Fully-Dynamic Coreset for Continuous-and-Bounded Learning (With Outliers) Problems

Authors: Zixiu Wang, Yiwen Guo, Hu Ding | Published: 2021-06-30 | Updated: 2022-01-21
コアセット構築
ロバスト性
機械学習手法

Enhancing Mixup-based Semi-Supervised Learning with Explicit Lipschitz Regularization

Authors: Prashnna Kumar Gyawali, Sandesh Ghimire, Linwei Wang | Published: 2020-09-23
ロバスト性
敵対的サンプル
生成モデル

Detection of Iterative Adversarial Attacks via Counter Attack

Authors: Matthias Rottmann, Kira Maag, Mathis Peyron, Natasa Krejic, Hanno Gottschalk | Published: 2020-09-23 | Updated: 2021-03-23
ロバスト性
情報セキュリティ
最適化アルゴリズムの選択と評価

Semantics-Preserving Adversarial Training

Authors: Wonseok Lee, Hanbit Lee, Sang-goo Lee | Published: 2020-09-23
ポイズニング
ロバスト性
生成モデル