nGraph-HE2: A High-Throughput Framework for Neural Network Inference on Encrypted Data

Authors: Fabian Boemer, Anamaria Costache, Rosario Cammarota, Casimir Wierzynski | Published: 2019-08-12 | Updated: 2019-08-29

Instance Enhancement Batch Normalization: an Adaptive Regulator of Batch Noise

Authors: Senwei Liang, Zhongzhan Huang, Mingfu Liang, Haizhao Yang | Published: 2019-08-12 | Updated: 2019-09-18

Catching the Phish: Detecting Phishing Attacks using Recurrent Neural Networks (RNNs)

Authors: Lukas Halgas, Ioannis Agrafiotis, Jason R. C. Nurse | Published: 2019-08-09

On the Adversarial Robustness of Neural Networks without Weight Transport

Authors: Mohamed Akrout | Published: 2019-08-09 | Updated: 2019-10-03

Februus: Input Purification Defense Against Trojan Attacks on Deep Neural Network Systems

Authors: Bao Gia Doan, Ehsan Abbasnejad, Damith C. Ranasinghe | Published: 2019-08-09 | Updated: 2020-09-28

Defending Against Adversarial Iris Examples Using Wavelet Decomposition

Authors: Sobhan Soleymani, Ali Dabouei, Jeremy Dawson, Nasser M. Nasrabadi | Published: 2019-08-08

Universal Adversarial Audio Perturbations

Authors: Sajjad Abdoli, Luiz G. Hafemann, Jerome Rony, Ismail Ben Ayed, Patrick Cardinal, Alessandro L. Koerich | Published: 2019-08-08 | Updated: 2020-11-17

Local Differential Privacy for Deep Learning

Authors: M. A. P. Chamikara, P. Bertok, I. Khalil, D. Liu, S. Camtepe, M. Atiquzzaman | Published: 2019-08-08 | Updated: 2019-11-09

Investigating Decision Boundaries of Trained Neural Networks

Authors: Roozbeh Yousefzadeh, Dianne P O'Leary | Published: 2019-08-07

BlurNet: Defense by Filtering the Feature Maps

Authors: Ravi Raju, Mikko Lipasti | Published: 2019-08-06 | Updated: 2020-05-16