Generalization in anti-causal learning

Authors: Niki Kilbertus, Giambattista Parascandolo, Bernhard Schölkopf | Published: 2018-12-03

Model-Reuse Attacks on Deep Learning Systems

Authors: Yujie Ji, Xinyang Zhang, Shouling Ji, Xiapu Luo, Ting Wang | Published: 2018-12-02

FineFool: Fine Object Contour Attack via Attention

Authors: Jinyin Chen, Haibin Zheng, Hui Xiong, Mengmeng Su | Published: 2018-12-01

Deep Learning Application in Security and Privacy — Theory and Practice: A Position Paper

Authors: Julia A. Meister, Raja Naeem Akram, Konstantinos Markantonakis | Published: 2018-12-01

Discrete Adversarial Attacks and Submodular Optimization with Applications to Text Classification

Authors: Qi Lei, Lingfei Wu, Pin-Yu Chen, Alexandros G. Dimakis, Inderjit S. Dhillon, Michael Witbrock | Published: 2018-12-01 | Updated: 2019-04-04

Analyzing Federated Learning through an Adversarial Lens

Authors: Arjun Nitin Bhagoji, Supriyo Chakraborty, Prateek Mittal, Seraphin Calo | Published: 2018-11-29 | Updated: 2019-11-25

Joint Service Pricing and Cooperative Relay Communication for Federated Learning

Authors: Shaohan Feng, Dusit Niyato, Ping Wang, Dong In Kim, Ying-Chang Liang | Published: 2018-11-29

MOBIUS: Model-Oblivious Binarized Neural Networks

Authors: Hiromasa Kitai, Jason Paul Cruz, Naoto Yanai, Naohisa Nishida, Tatsumi Oba, Yuji Unagami, Tadanori Teruya, Nuttapong Attrapadung, Takahiro Matsuda, Goichiro Hanaoka | Published: 2018-11-29

An Adversarial Approach for Explainable AI in Intrusion Detection Systems

Authors: Daniel L. Marino, Chathurika S. Wickramasinghe, Milos Manic | Published: 2018-11-28

Adversarial Machine Learning And Speech Emotion Recognition: Utilizing Generative Adversarial Networks For Robustness

Authors: Siddique Latif, Rajib Rana, Junaid Qadir | Published: 2018-11-28 | Updated: 2018-12-30