文献データベース

One Bit Matters: Understanding Adversarial Examples as the Abuse of Redundancy

Authors: Jingkang Wang, Ruoxi Jia, Gerald Friedland, Bo Li, Costas Spanos | Published: 2018-10-23
ロバスト推定
敵対的サンプルの検知
敵対的移転性

Sparse DNNs with Improved Adversarial Robustness

Authors: Yiwen Guo, Chao Zhang, Changshui Zhang, Yurong Chen | Published: 2018-10-23 | Updated: 2019-11-06
スパース性の影響
データキュレーション
ロバスト推定

CSI Neural Network: Using Side-channels to Recover Your Artificial Neural Network Information

Authors: Lejla Batina, Shivam Bhasin, Dirmanto Jap, Stjepan Picek | Published: 2018-10-22
サイドチャネル攻撃
モデル保護手法
モデル抽出攻撃

Malicious Web Domain Identification using Online Credibility and Performance Data by Considering the Class Imbalance Issue

Authors: Zhongyi Hu, Raymond Chiong, Ilung Pranata, Yukun Bao, Yuqing Lin | Published: 2018-10-19
マルウェア検出
性能評価指標
研究方法論

Exploring Adversarial Examples in Malware Detection

Authors: Octavian Suciu, Scott E. Coull, Jeffrey Johns | Published: 2018-10-18 | Updated: 2019-04-13
ポイズニング
敵対的サンプル
敵対的攻撃手法

Private Machine Learning in TensorFlow using Secure Computation

Authors: Morten Dahl, Jason Mancuso, Yann Dupis, Ben Decoste, Morgan Giraud, Ian Livingstone, Justin Patriquin, Gavin Uhma | Published: 2018-10-18 | Updated: 2018-10-23
データ保護手法
プライバシーリスク管理
計算の整合性

A Training-based Identification Approach to VIN Adversarial Examples

Authors: Yingdi Wang, Wenjia Niu, Tong Chen, Yingxiao Xiang, Jingjing Liu, Gang Li, Jiqiang Liu | Published: 2018-10-18
ロバスト性向上手法
敵対的サンプルの検知
敵対的攻撃手法

ReDMark: Framework for Residual Diffusion Watermarking on Deep Networks

Authors: Mahdi Ahmadi, Alireza Norouzi, S. M. Reza Soroushmehr, Nader Karimi, Kayvan Najarian, Shadrokh Samavi, Ali Emami | Published: 2018-10-16 | Updated: 2018-12-11
ロバスト性向上手法
性能評価指標
敵対的学習

Shallow-Deep Networks: Understanding and Mitigating Network Overthinking

Authors: Yigitcan Kaya, Sanghyun Hong, Tudor Dumitras | Published: 2018-10-16 | Updated: 2019-05-09
バックドアモデルの検知
ロバスト性向上手法
一般化の影響

Malware triage for early identification of Advanced Persistent Threat activities

Authors: Giuseppe Laurenza, Riccardo Lazzeretti, Luca Mazzotti | Published: 2018-10-16
マルウェア検出
性能評価指標
特徴選択手法