最適化アルゴリズムの選択と評価

Beyond Gradients: Exploiting Adversarial Priors in Model Inversion Attacks

Authors: Dmitrii Usynin, Daniel Rueckert, Georgios Kaissis | Published: 2022-03-01
スタイル再構成ペナルティ
モデルアーキテクチャ
最適化アルゴリズムの選択と評価

PopSkipJump: Decision-Based Attack for Probabilistic Classifiers

Authors: Carl-Johann Simon-Gabriel, Noman Ahmed Sheikh, Andreas Krause | Published: 2021-06-14
敵対的攻撃手法
最適化アルゴリズムの選択と評価
防御メカニズム

Stochastic Alternating Direction Method of Multipliers for Byzantine-Robust Distributed Learning

Authors: Feng Lin, Weiyu Li, Qing Ling | Published: 2021-06-13
分散学習の効率
収束性分析
最適化アルゴリズムの選択と評価

BODAME: Bilevel Optimization for Defense Against Model Extraction

Authors: Yuto Mori, Atsushi Nitanda, Akiko Takeda | Published: 2021-03-11
モデル性能評価
敵対的攻撃
最適化アルゴリズムの選択と評価

Adversarial Examples for $k$-Nearest Neighbor Classifiers Based on Higher-Order Voronoi Diagrams

Authors: Chawin Sitawarin, Evgenios M. Kornaropoulos, Dawn Song, David Wagner | Published: 2020-11-19 | Updated: 2021-11-01
パフォーマンス評価
敵対的攻撃
最適化アルゴリズムの選択と評価

The Cost of Privacy in Generalized Linear Models: Algorithms and Minimax Lower Bounds

Authors: T. Tony Cai, Yichen Wang, Linjun Zhang | Published: 2020-11-08 | Updated: 2020-12-06
データプライバシー評価
パフォーマンス評価
最適化アルゴリズムの選択と評価

Improving Query Efficiency of Black-box Adversarial Attack

Authors: Yang Bai, Yuyuan Zeng, Yong Jiang, Yisen Wang, Shu-Tao Xia, Weiwei Guo | Published: 2020-09-24 | Updated: 2020-09-25
性能評価
最適化アルゴリズムの選択と評価
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

Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup

Authors: Jang-Hyun Kim, Wonho Choo, Hyun Oh Song | Published: 2020-09-15 | Updated: 2020-12-30
データ生成
最適化アルゴリズムの選択と評価
機械学習

Dual-Mandate Patrols: Multi-Armed Bandits for Green Security

Authors: Lily Xu, Elizabeth Bondi, Fei Fang, Andrew Perrault, Kai Wang, Milind Tambe | Published: 2020-09-14 | Updated: 2024-04-26
報酬メカニズム設計
性能評価指標
最適化アルゴリズムの選択と評価