AIセキュリティポータルbot

Detecting malicious PDF using CNN

Authors: Raphael Fettaya, Yishay Mansour | Published: 2020-07-24 | Updated: 2020-08-02
オンラインマルウェア検出
性能評価
深層学習

Provably Robust Adversarial Examples

Authors: Dimitar I. Dimitrov, Gagandeep Singh, Timon Gehr, Martin Vechev | Published: 2020-07-23 | Updated: 2022-03-17
性能評価
敵対的サンプル
深層学習

Hide-and-Seek Privacy Challenge

Authors: James Jordon, Daniel Jarrett, Jinsung Yoon, Tavian Barnes, Paul Elbers, Patrick Thoral, Ari Ercole, Cheng Zhang, Danielle Belgrave, Mihaela van der Schaar | Published: 2020-07-23 | Updated: 2020-07-24
プライバシー評価
性能評価
生成モデル特性

Private Post-GAN Boosting

Authors: Marcel Neunhoeffer, Zhiwei Steven Wu, Cynthia Dwork | Published: 2020-07-23 | Updated: 2021-03-25
ゲーム理論
プライバシー評価
性能評価

Robust Machine Learning via Privacy/Rate-Distortion Theory

Authors: Ye Wang, Shuchin Aeron, Adnan Siraj Rakin, Toshiaki Koike-Akino, Pierre Moulin | Published: 2020-07-22 | Updated: 2021-05-18
プライバシー評価
最適化問題
防御メカニズム

Backdoor Attacks and Countermeasures on Deep Learning: A Comprehensive Review

Authors: Yansong Gao, Bao Gia Doan, Zhi Zhang, Siqi Ma, Jiliang Zhang, Anmin Fu, Surya Nepal, Hyoungshick Kim | Published: 2020-07-21 | Updated: 2020-08-02
バックドア攻撃
ポイズニング
攻撃手法

How Does Data Augmentation Affect Privacy in Machine Learning?

Authors: Da Yu, Huishuai Zhang, Wei Chen, Jian Yin, Tie-Yan Liu | Published: 2020-07-21 | Updated: 2021-02-26
データ抽出と分析
プライバシー評価
メンバーシップ推論

Scaling Polyhedral Neural Network Verification on GPUs

Authors: Christoph Müller, François Serre, Gagandeep Singh, Markus Püschel, Martin Vechev | Published: 2020-07-20 | Updated: 2021-05-18
性能評価
深層学習
計算効率

Adversarial Immunization for Certifiable Robustness on Graphs

Authors: Shuchang Tao, Huawei Shen, Qi Cao, Liang Hou, Xueqi Cheng | Published: 2020-07-19 | Updated: 2021-08-25
グラフ変換
ポイズニング
計算複雑性

Neural Networks with Recurrent Generative Feedback

Authors: Yujia Huang, James Gornet, Sihui Dai, Zhiding Yu, Tan Nguyen, Doris Y. Tsao, Anima Anandkumar | Published: 2020-07-17 | Updated: 2020-11-10
トレーニングプロトコル
深層学習
生成モデル特性