AIセキュリティポータルbot

TensorShield: Tensor-based Defense Against Adversarial Attacks on Images

Authors: Negin Entezari, Evangelos E. Papalexakis | Published: 2020-02-18
性能評価
敵対的サンプル
防御手法

Regularized Training and Tight Certification for Randomized Smoothed Classifier with Provable Robustness

Authors: Huijie Feng, Chunpeng Wu, Guoyang Chen, Weifeng Zhang, Yang Ning | Published: 2020-02-17
トレーニング手法
ロバスト性評価
効率的証明システム

Robust Stochastic Bandit Algorithms under Probabilistic Unbounded Adversarial Attack

Authors: Ziwei Guan, Kaiyi Ji, Donald J Bucci Jr, Timothy Y Hu, Joseph Palombo, Michael Liston, Yingbin Liang | Published: 2020-02-17
ゲーム理論
収束特性
報酬の毒性

Scalable Quantitative Verification For Deep Neural Networks

Authors: Teodora Baluta, Zheng Leong Chua, Kuldeep S. Meel, Prateek Saxena | Published: 2020-02-17 | Updated: 2021-03-23
ロバスト性評価
効率的証明システム
敵対的サンプル

Data and Model Dependencies of Membership Inference Attack

Authors: Shakila Mahjabin Tonni, Dinusha Vatsalan, Farhad Farokhi, Dali Kaafar, Zhigang Lu, Gioacchino Tangari | Published: 2020-02-17 | Updated: 2020-07-25
トレーニング手法
モデル選択手法
防御手法

Multi-Task Siamese Neural Network for Improving Replay Attack Detection

Authors: Patrick von Platen, Fei Tao, Gokhan Tur | Published: 2020-02-16
トレーニング手法
損失関数
特徴抽出手法

Federated Learning with Matched Averaging

Authors: Hongyi Wang, Mikhail Yurochkin, Yuekai Sun, Dimitris Papailiopoulos, Yasaman Khazaeni | Published: 2020-02-15
最適化戦略
深層学習手法
連合学習

Undersensitivity in Neural Reading Comprehension

Authors: Johannes Welbl, Pasquale Minervini, Max Bartolo, Pontus Stenetorp, Sebastian Riedel | Published: 2020-02-15
トレーニング手法
脆弱性攻撃手法
防御手法

Analyzing CNN Based Behavioural Malware Detection Techniques on Cloud IaaS

Authors: Andrew McDole, Mahmoud Abdelsalam, Maanak Gupta, Sudip Mittal | Published: 2020-02-15
トレーニング手法
マルウェア検出
機械学習アルゴリズム

Adversarial Distributional Training for Robust Deep Learning

Authors: Yinpeng Dong, Zhijie Deng, Tianyu Pang, Hang Su, Jun Zhu | Published: 2020-02-14 | Updated: 2020-11-19
トレーニング手法
ロバスト性評価
損失関数