Deep Learning

Towards Robust Classification with Image Quality Assessment

Authors: Yeli Feng, Yiyu Cai | Published: 2020-04-14
Robustness
Adversarial Example
Deep Learning

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
Multi-Agent Reinforcement Learning
Robustness
Deep Learning

Decentralized Differentially Private Segmentation with PATE

Authors: Dominik Fay, Jens Sjölund, Tobias J. Oechtering | Published: 2020-04-10
Information-Theoretic Evaluation
Deep Learning
Image Feature Extraction

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
Robustness Evaluation
Optimization Methods
Deep Learning

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 Security
Trusted Capable Model Environments
Deep Learning

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
Optimization Methods
Deep Learning
Automated Intrusion Detection System

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
Adversarial Learning
Deep Learning
Watermark Evaluation

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
Robustness Evaluation
Adversarial Learning
Deep Learning

Deep Learning Based Android Malware Detection Framework

Authors: Soumya Sourav, Devashish Khulbe, Naman Kapoor | Published: 2019-12-10
Security label
Malicious Website Detection
Deep Learning

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
Performance Evaluation
Machine Learning
Deep Learning