深層学習

Towards Robust Classification with Image Quality Assessment

Authors: Yeli Feng, Yiyu Cai | Published: 2020-04-14
ロバスト性
敵対的サンプル
深層学習

Certifiable Robustness to Adversarial State Uncertainty in Deep Reinforcement Learning

Authors: Michael Everett, Bjorn Lutjens, Jonathan P. How | Published: 2020-04-11 | Updated: 2022-02-02
マルチエージェント強化学習
ロバスト性
深層学習

Decentralized Differentially Private Segmentation with PATE

Authors: Dominik Fay, Jens Sjölund, Tobias J. Oechtering | Published: 2020-04-10
情報理論的評価
深層学習
画像特徴抽出

MACER: Attack-free and Scalable Robust Training via Maximizing Certified Radius

Authors: Runtian Zhai, Chen Dan, Di He, Huan Zhang, Boqing Gong, Pradeep Ravikumar, Cho-Jui Hsieh, Liwei Wang | Published: 2020-01-08 | Updated: 2022-03-14
ロバスト性に関する評価
最適化手法
深層学習

Towards a secure behavior modeling for IoT networks using Blockchain

Authors: Jawad Ali, Ahmad Shahrafidz Khalid, Eiad Yafi, Shahrulniza Musa, Waqas Ahmed | Published: 2020-01-06
IoTセキュリティ
Trusted Capable Model Environments
深層学習

Deep Learning-Based Intrusion Detection System for Advanced Metering Infrastructure

Authors: Zakaria El Mrabet, Mehdi Ezzari, Hassan Elghazi, Badr Abou El Majd | Published: 2019-12-31
最適化手法
深層学習
自動化された侵入検知システム

Random CapsNet Forest Model for Imbalanced Malware Type Classification Task

Authors: Aykut Çayır, Uğur Ünal, Hasan Dağ | Published: 2019-12-20 | Updated: 2020-08-23
敵対的学習
深層学習
透かし評価

Towards Verifying Robustness of Neural Networks Against Semantic Perturbations

Authors: Jeet Mohapatra, Tsui-Wei, Weng, Pin-Yu Chen, Sijia Liu, Luca Daniel | Published: 2019-12-19 | Updated: 2020-06-15
ロバスト性に関する評価
敵対的学習
深層学習

Deep Learning Based Android Malware Detection Framework

Authors: Soumya Sourav, Devashish Khulbe, Naman Kapoor | Published: 2019-12-10
セキュリティラベル
悪意のあるウェブサイト検出
深層学習

FANNet: Formal Analysis of Noise Tolerance, Training Bias and Input Sensitivity in Neural Networks

Authors: Mahum Naseer, Mishal Fatima Minhas, Faiq Khalid, Muhammad Abdullah Hanif, Osman Hasan, Muhammad Shafique | Published: 2019-12-03 | Updated: 2020-05-14
性能評価
機械学習
深層学習