深層学習

CopyCAT: Taking Control of Neural Policies with Constant Attacks

Authors: Léonard Hussenot, Matthieu Geist, Olivier Pietquin | Published: 2019-05-29 | Updated: 2020-01-21
効果的な摂動手法
敵対的攻撃
深層学習

Expected Tight Bounds for Robust Training

Authors: Salman Alsubaihi, Adel Bibi, Modar Alfadly, Abdullah Hamdi, Bernard Ghanem | Published: 2019-05-28 | Updated: 2021-06-12
堅牢性向上手法
敵対的攻撃
深層学習

Adversarial Defense Through Network Profiling Based Path Extraction

Authors: Yuxian Qiu, Jingwen Leng, Cong Guo, Quan Chen, Chao Li, Minyi Guo, Yuhao Zhu | Published: 2019-04-17 | Updated: 2019-05-09
モデル性能評価
敵対的攻撃検出
深層学習

Are Self-Driving Cars Secure? Evasion Attacks against Deep Neural Networks for Steering Angle Prediction

Authors: Alesia Chernikova, Alina Oprea, Cristina Nita-Rotaru, BaekGyu Kim | Published: 2019-04-15
敵対的学習
敵対的攻撃検出
深層学習

Machine Learning in IoT Security: Current Solutions and Future Challenges

Authors: Fatima Hussain, Rasheed Hussain, Syed Ali Hassan, Ekram Hossain | Published: 2019-03-14
IoTネットワークの特性
機械学習手法
深層学習

Hessian-Aware Zeroth-Order Optimization for Black-Box Adversarial Attack

Authors: Haishan Ye, Zhichao Huang, Cong Fang, Chris Junchi Li, Tong Zhang | Published: 2018-12-29 | Updated: 2019-03-20
マシン・アンラーニング
収束性分析
深層学習

Increasing the adversarial robustness and explainability of capsule networks with $γ$-capsules

Authors: David Peer, Sebastian Stabinger, Antonio Rodriguez-Sanchez | Published: 2018-12-23 | Updated: 2019-12-05
マルチクラス分類
ロバスト性
深層学習

Deep Transfer Learning for Static Malware Classification

Authors: Li Chen | Published: 2018-12-18
マルウェア検出手法
深層学習
深層学習モデル

Adversarial Framing for Image and Video Classification

Authors: Konrad Zolna, Michal Zajac, Negar Rostamzadeh, Pedro O. Pinheiro | Published: 2018-12-11 | Updated: 2019-10-17
敵対的サンプルの検知
深層学習

Crossfire Attack Detection using Deep Learning in Software Defined ITS Networks

Authors: Akash Raj Narayanadoss, Tram Truong-Huu, Purnima Murali Mohan, Mohan Gurusamy | Published: 2018-12-10 | Updated: 2019-02-14
トラフィック特性分析
攻撃検出
深層学習