AIセキュリティポータルbot

Real or Fake? Learning to Discriminate Machine from Human Generated Text

Authors: Anton Bakhtin, Sam Gross, Myle Ott, Yuntian Deng, Marc'Aurelio Ranzato, Arthur Szlam | Published: 2019-06-07 | Updated: 2019-11-25
AIによる出力の識別
エネルギーベースモデル
深層学習手法

Robustness for Non-Parametric Classification: A Generic Attack and Defense

Authors: Yao-Yuan Yang, Cyrus Rashtchian, Yizhen Wang, Kamalika Chaudhuri | Published: 2019-06-07 | Updated: 2020-02-24
ロバスト分類
敵対的学習
防御手法

A cryptographic approach to black box adversarial machine learning

Authors: Kevin Shi, Daniel Hsu, Allison Bishop | Published: 2019-06-07 | Updated: 2020-02-21
セキュリティテスト
敵対的訓練
防御効果分析

Computing Tight Differential Privacy Guarantees Using FFT

Authors: Antti Koskela, Joonas Jälkö, Antti Honkela | Published: 2019-06-07 | Updated: 2019-11-04
RDPの特性
プライバシー保護
数学的基礎

Adversarial Explanations for Understanding Image Classification Decisions and Improved Neural Network Robustness

Authors: Walt Woods, Jack Chen, Christof Teuscher | Published: 2019-06-07 | Updated: 2019-08-06
ポイズニング
敵対的サンプル
敵対的訓練

Can You Trust Your Model’s Uncertainty? Evaluating Predictive Uncertainty Under Dataset Shift

Authors: Yaniv Ovadia, Emily Fertig, Jie Ren, Zachary Nado, D Sculley, Sebastian Nowozin, Joshua V. Dillon, Balaji Lakshminarayanan, Jasper Snoek | Published: 2019-06-06 | Updated: 2019-12-17
不確実性の定量化
不確実性評価
深層学習手法

Evaluating Explanation Methods for Deep Learning in Security

Authors: Alexander Warnecke, Daniel Arp, Christian Wressnegger, Konrad Rieck | Published: 2019-06-05 | Updated: 2020-04-27
データセット分析
深層学習技術
説明可能性評価

Variational Inference for Graph Convolutional Networks in the Absence of Graph Data and Adversarial Settings

Authors: Pantelis Elinas, Edwin V. Bonilla, Louis Tiao | Published: 2019-06-05 | Updated: 2020-10-21
データ抽出と分析
ポイズニング
深層学習技術

Adversarial Training is a Form of Data-dependent Operator Norm Regularization

Authors: Kevin Roth, Yannic Kilcher, Thomas Hofmann | Published: 2019-06-04 | Updated: 2020-10-23
敵対的訓練
深層学習技術
防御メカニズム

DAWN: Dynamic Adversarial Watermarking of Neural Networks

Authors: Sebastian Szyller, Buse Gul Atli, Samuel Marchal, N. Asokan | Published: 2019-06-03 | Updated: 2021-07-16
メンバーシップ推論
敵対的サンプル
透かし技術