Adversarial Learning

Systematic Attack Surface Reduction For Deployed Sentiment Analysis Models

Authors: Josh Kalin, David Noever, Gerry Dozier | Published: 2020-06-19
Attack Method
Adversarial Learning
Defense Mechanism

A general framework for defining and optimizing robustness

Authors: Alessandro Tibo, Manfred Jaeger, Kim G. Larsen | Published: 2020-06-19 | Updated: 2021-05-29
Safety Characteristics
Performance Evaluation
Adversarial Learning

Differentiable Language Model Adversarial Attacks on Categorical Sequence Classifiers

Authors: I. Fursov, A. Zaytsev, N. Kluchnikov, A. Kravchenko, E. Burnaev | Published: 2020-06-19
Adversarial Example
Adversarial Learning
Deep Learning Method

Towards an Adversarially Robust Normalization Approach

Authors: Muhammad Awais, Fahad Shamshad, Sung-Ho Bae | Published: 2020-06-19
Hyperparameter Optimization
Adversarial Learning
Adversarial attack

REGroup: Rank-aggregating Ensemble of Generative Classifiers for Robust Predictions

Authors: Lokender Tiwari, Anish Madan, Saket Anand, Subhashis Banerjee | Published: 2020-06-18 | Updated: 2021-11-24
Poisoning
Adversarial Example
Adversarial Learning

Local Competition and Uncertainty for Adversarial Robustness in Deep Learning

Authors: Antonios Alexos, Konstantinos P. Panousis, Sotirios Chatzis | Published: 2020-06-18
Performance Evaluation
Adversarial Learning
Deep Learning Method

Classifier-independent Lower-Bounds for Adversarial Robustness

Authors: Elvis Dohmatob | Published: 2020-06-17 | Updated: 2020-11-10
Bayesian Classification
Attack Method
Adversarial Learning

AdvMind: Inferring Adversary Intent of Black-Box Attacks

Authors: Ren Pang, Xinyang Zhang, Shouling Ji, Xiapu Luo, Ting Wang | Published: 2020-06-16
Performance Evaluation
Attack Method
Adversarial Learning

DefenseVGAE: Defending against Adversarial Attacks on Graph Data via a Variational Graph Autoencoder

Authors: Ao Zhang, Jinwen Ma | Published: 2020-06-16
Graph Neural Network
Adversarial Learning

Improving Adversarial Robustness via Unlabeled Out-of-Domain Data

Authors: Zhun Deng, Linjun Zhang, Amirata Ghorbani, James Zou | Published: 2020-06-15 | Updated: 2021-02-21
Semi-Supervised Learning
Adversarial Learning
Statistical Methods