ロバスト性向上手法

Towards Robustness against Unsuspicious Adversarial Examples

Authors: Liang Tong, Minzhe Guo, Atul Prakash, Yevgeniy Vorobeychik | Published: 2020-05-08 | Updated: 2020-10-08
ロバスト性向上手法
敵対的サンプル
敵対的訓練

Towards Frequency-Based Explanation for Robust CNN

Authors: Zifan Wang, Yilin Yang, Ankit Shrivastava, Varun Rawal, Zihao Ding | Published: 2020-05-06
ロバスト性向上手法
周波数成分分析
敵対的サンプル

Enhancing Intrinsic Adversarial Robustness via Feature Pyramid Decoder

Authors: Guanlin Li, Shuya Ding, Jun Luo, Chang Liu | Published: 2020-05-06
アルゴリズム
ロバスト性向上手法
敵対的攻撃検出

Adversarial Training against Location-Optimized Adversarial Patches

Authors: Sukrut Rao, David Stutz, Bernt Schiele | Published: 2020-05-05 | Updated: 2020-12-14
ロバスト性向上手法
敵対的サンプル
最適化戦略

Bridging Mode Connectivity in Loss Landscapes and Adversarial Robustness

Authors: Pu Zhao, Pin-Yu Chen, Payel Das, Karthikeyan Natesan Ramamurthy, Xue Lin | Published: 2020-04-30 | Updated: 2020-07-03
バックドア攻撃
ポイズニング
ロバスト性向上手法

Dynamic Anomaly Detection with High-fidelity Simulators: A Convex Optimization Approach

Authors: Kaikai Pan, Peter Palensky, Peyman Mohajerin Esfahani | Published: 2020-04-29 | Updated: 2020-10-06
エネルギー管理
ロバスト性向上手法
攻撃検出

Adversarial Learning Guarantees for Linear Hypotheses and Neural Networks

Authors: Pranjal Awasthi, Natalie Frank, Mehryar Mohri | Published: 2020-04-28
ロバスト性向上手法
形式的検証
敵対的攻撃検出

Towards Federated Learning With Byzantine-Robust Client Weighting

Authors: Amit Portnoy, Yoav Tirosh, Danny Hendler | Published: 2020-04-10 | Updated: 2021-05-18
ポイズニング
ロバスト性向上手法
最適化問題

Robust binary classification with the 01 loss

Authors: Yunzhe Xue, Meiyan Xie, Usman Roshan | Published: 2020-02-09
ロバスト性向上手法
収束特性
機械学習技術

Input Validation for Neural Networks via Runtime Local Robustness Verification

Authors: Jiangchao Liu, Liqian Chen, Antoine Mine, Ji Wang | Published: 2020-02-09 | Updated: 2024-02-13
ロバスト性向上手法
敵対的サンプル
敵対的摂動手法