Model Architecture

Bridging the Gap Between Adversarial Robustness and Optimization Bias

Authors: Fartash Faghri, Sven Gowal, Cristina Vasconcelos, David J. Fleet, Fabian Pedregosa, Nicolas Le Roux | Published: 2021-02-17 | Updated: 2021-06-07
Model Architecture
Adversarial Example
Adversarial Training

Certifiably Robust Variational Autoencoders

Authors: Ben Barrett, Alexander Camuto, Matthew Willetts, Tom Rainforth | Published: 2021-02-15 | Updated: 2022-04-23
Watermarking
Data Generation
Model Architecture

Efficient Certified Defenses Against Patch Attacks on Image Classifiers

Authors: Jan Hendrik Metzen, Maksym Yatsura | Published: 2021-02-08
Watermarking
Model Architecture
Adversarial Training

CATBERT: Context-Aware Tiny BERT for Detecting Social Engineering Emails

Authors: Younghoo Lee, Joshua Saxe, Richard Harang | Published: 2020-10-07
Model Architecture
Improvement of Learning
Machine Learning

Deep learning for time series classification

Authors: Hassan Ismail Fawaz | Published: 2020-10-01
Model Architecture
Adversarial Example
Deep Learning Method

Bag of Tricks for Adversarial Training

Authors: Tianyu Pang, Xiao Yang, Yinpeng Dong, Hang Su, Jun Zhu | Published: 2020-10-01 | Updated: 2021-03-31
Model Architecture
Robustness Improvement Method
Optimization Methods

Secure Evaluation of Quantized Neural Networks

Authors: Anders Dalskov, Daniel Escudero, Marcel Keller | Published: 2019-10-28 | Updated: 2021-03-01
Protocol Procedure
Model Architecture
Evaluation Method

Neurlux: Dynamic Malware Analysis Without Feature Engineering

Authors: Chani Jindal, Christopher Salls, Hojjat Aghakhani, Keith Long, Christopher Kruegel, Giovanni Vigna | Published: 2019-10-24
Model Architecture
Dynamic Analysis Method
Performance Evaluation Metrics

Edge Dithering for Robust Adaptive Graph Convolutional Networks

Authors: Vassilis N. Ioannidis, Georgios B. Giannakis | Published: 2019-10-21
Graph Neural Network
Poisoning
Model Architecture

Deep Learning in Information Security

Authors: Stefan Thaler, Vlado Menkovski, Milan Petkovic | Published: 2018-09-12
Model Architecture
Certified Robustness
Feature Extraction Method