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
Deep Learning
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
Machine Learning in IoT Security: Current Solutions and Future Challenges
Authors: Fatima Hussain, Rasheed Hussain, Syed Ali Hassan, Ekram Hossain | Published: 2019-03-14
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
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
Deep Transfer Learning for Static Malware Classification
Authors: Li Chen | Published: 2018-12-18
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
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
Efficient Deep Learning on Multi-Source Private Data
Authors: Nick Hynes, Raymond Cheng, Dawn Song | Published: 2018-07-17
Fine-Pruning: Defending Against Backdooring Attacks on Deep Neural Networks
Authors: Kang Liu, Brendan Dolan-Gavitt, Siddharth Garg | Published: 2018-05-30