文献データベース

Adversarial Noise Attacks of Deep Learning Architectures — Stability Analysis via Sparse Modeled Signals

Authors: Yaniv Romano, Aviad Aberdam, Jeremias Sulam, Michael Elad | Published: 2018-05-29 | Updated: 2019-08-05
スパース性最適化
モデルの頑健性保証
透かし評価

FairGAN: Fairness-aware Generative Adversarial Networks

Authors: Depeng Xu, Shuhan Yuan, Lu Zhang, Xintao Wu | Published: 2018-05-28
フェアネス学習
公平性のあるAIモデルの作成
透かし評価

The Coming Era of AlphaHacking? A Survey of Automatic Software Vulnerability Detection, Exploitation and Patching Techniques

Authors: Tiantian Ji, Yue Wu, Chang Wang, Xi Zhang, Zhongru Wang | Published: 2018-05-28 | Updated: 2018-05-30
プログラム解析
動的分析
情報セキュリティ

Defending Against Adversarial Attacks by Leveraging an Entire GAN

Authors: Gokula Krishnan Santhanam, Paulina Grnarova | Published: 2018-05-27
トリガーの検知
モデルの堅牢性
敵対的攻撃検出

Intensive Preprocessing of KDD Cup 99 for Network Intrusion Classification Using Machine Learning Techniques

Authors: Ibrahim Obeidat, Nabhan Hamadneh, Mouhammd Al-kasassbeh, Mohammad Almseidin | Published: 2018-05-26 | Updated: 2018-10-05
データ前処理
攻撃検出
特徴選択手法

Unsupervised Learning for Trustworthy IoT

Authors: Nikhil Banerjee, Thanassis Giannetsos, Emmanouil Panaousis, Clive Cheong Took | Published: 2018-05-25
データ駆動型クラスタリング
ユーザー行動分析
敵対的攻撃検出

Detecting Deceptive Reviews using Generative Adversarial Networks

Authors: Hojjat Aghakhani, Aravind Machiry, Shirin Nilizadeh, Christopher Kruegel, Giovanni Vigna | Published: 2018-05-25
バックドアモデルの検知
モデルの頑健性保証
欺瞞検出

Zeno: Distributed Stochastic Gradient Descent with Suspicion-based Fault-tolerance

Authors: Cong Xie, Oluwasanmi Koyejo, Indranil Gupta | Published: 2018-05-25 | Updated: 2019-05-18
強化学習最適化
損失関数
線形モデル

Performing Co-Membership Attacks Against Deep Generative Models

Authors: Kin Sum Liu, Chaowei Xiao, Bo Li, Jie Gao | Published: 2018-05-24 | Updated: 2019-09-20
プライバシー手法
メンバーシップ推論
深層学習モデル

Cautious Deep Learning

Authors: Yotam Hechtlinger, Barnabás Póczos, Larry Wasserman | Published: 2018-05-24 | Updated: 2019-02-27
モデルの堅牢性
ラベル
確率分布