深層学習

Two Sides of the Same Coin: White-box and Black-box Attacks for Transfer Learning

Authors: Yinghua Zhang, Yangqiu Song, Jian Liang, Kun Bai, Qiang Yang | Published: 2020-08-25
ポイズニング
敵対的学習
深層学習

Multiple Classification with Split Learning

Authors: Jongwon Kim, Sungho Shin, Yeonguk Yu, Junseok Lee, Kyoobin Lee | Published: 2020-08-22 | Updated: 2020-09-11
再構成攻撃
深層学習
深層学習手法

NoPeek: Information leakage reduction to share activations in distributed deep learning

Authors: Praneeth Vepakomma, Abhishek Singh, Otkrist Gupta, Ramesh Raskar | Published: 2020-08-20
情報漏洩分析
敵対的サンプル
深層学習

Towards adversarial robustness with 01 loss neural networks

Authors: Yunzhe Xue, Meiyan Xie, Usman Roshan | Published: 2020-08-20
敵対的スペクトル攻撃検出
深層学習
計算複雑性

GraphReach: Position-Aware Graph Neural Network using Reachability Estimations

Authors: Sunil Nishad, Shubhangi Agarwal, Arnab Bhattacharya, Sayan Ranu | Published: 2020-08-19 | Updated: 2021-08-20
グラフ変換
深層学習
深層学習手法

Adversarial Attacks with Multiple Antennas Against Deep Learning-Based Modulation Classifiers

Authors: Brian Kim, Yalin E. Sagduyu, Tugba Erpek, Kemal Davaslioglu, Sennur Ulukus | Published: 2020-07-31
ポイズニング
攻撃手法
深層学習

Black-box Adversarial Sample Generation Based on Differential Evolution

Authors: Junyu Lin, Lei Xu, Yingqi Liu, Xiangyu Zhang | Published: 2020-07-30
攻撃手法
深層学習
研究方法論

DeepPeep: Exploiting Design Ramifications to Decipher the Architecture of Compact DNNs

Authors: Nandan Kumar Jha, Sparsh Mittal, Binod Kumar, Govardhan Mattela | Published: 2020-07-30
性能評価
深層学習
計算効率

A General Framework For Detecting Anomalous Inputs to DNN Classifiers

Authors: Jayaram Raghuram, Varun Chandrasekaran, Somesh Jha, Suman Banerjee | Published: 2020-07-29 | Updated: 2021-06-17
性能評価
攻撃手法
深層学習

Evaluation of Federated Learning in Phishing Email Detection

Authors: Chandra Thapa, Jun Wen Tang, Alsharif Abuadbba, Yansong Gao, Seyit Camtepe, Surya Nepal, Mahathir Almashor, Yifeng Zheng | Published: 2020-07-27 | Updated: 2021-05-21
プライバシー評価
性能評価
深層学習