文献データベース

Manifold Mixup: Better Representations by Interpolating Hidden States

Authors: Vikas Verma, Alex Lamb, Christopher Beckham, Amir Najafi, Ioannis Mitliagkas, Aaron Courville, David Lopez-Paz, Yoshua Bengio | Published: 2018-06-13 | Updated: 2019-05-11
クラス選択性
堅牢性向上手法
深層学習技術

Static Malware Detection & Subterfuge: Quantifying the Robustness of Machine Learning and Current Anti-Virus

Authors: William Fleshman, Edward Raff, Richard Zak, Mark McLean, Charles Nicholas | Published: 2018-06-12
サイバーセキュリティ
攻撃の分類
敵対的学習

Defense Against the Dark Arts: An overview of adversarial example security research and future research directions

Authors: Ian Goodfellow | Published: 2018-06-11
モデルの頑健性保証
敵対的サンプル
敵対的訓練

An Efficient Flow-based Multi-level Hybrid Intrusion Detection System for Software-Defined Networks

Authors: Majd Latah, Levent Toker | Published: 2018-06-11
FDI攻撃検出手法
サイバーセキュリティ
攻撃の分類

TAPAS: Tricks to Accelerate (encrypted) Prediction As a Service

Authors: Amartya Sanyal, Matt J. Kusner, Adrià Gascón, Varun Kanade | Published: 2018-06-09
モデルの頑健性保証
暗号化トラフィック検出
深層学習技術

Data Synthesis based on Generative Adversarial Networks

Authors: Noseong Park, Mahmoud Mohammadi, Kshitij Gorde, Sushil Jajodia, Hongkyu Park, Youngmin Kim | Published: 2018-06-09 | Updated: 2018-07-02
プライバシー保護手法
合成データ生成
損失項

Discovering Signals from Web Sources to Predict Cyber Attacks

Authors: Palash Goyal, KSM Tozammel Hossain, Ashok Deb, Nazgol Tavabi, Nathan Bartley, Andr'es Abeliuk, Emilio Ferrara, Kristina Lerman | Published: 2018-06-08
サイバーセキュリティ
情報収集手法
脆弱性予測

Slalom: Fast, Verifiable and Private Execution of Neural Networks in Trusted Hardware

Authors: Florian Tramèr, Dan Boneh | Published: 2018-06-08 | Updated: 2019-02-27
プライバシー保護手法
形式的検証
深層学習技術

Blind Justice: Fairness with Encrypted Sensitive Attributes

Authors: Niki Kilbertus, Adrià Gascón, Matt J. Kusner, Michael Veale, Krishna P. Gummadi, Adrian Weller | Published: 2018-06-08
プライバシー保護手法
公平性の要件
秘密分散計算

A Study of EV BMS Cyber Security Based on Neural Network SOC Prediction

Authors: Syed Rahman, Haneen Aburub, Yemeserach Mekonnen, Arif I. Sarwat | Published: 2018-06-07
サイバーセキュリティ
気候情報
透かし評価