Literature Database

Accelerating Monte Carlo Bayesian Inference via Approximating Predictive Uncertainty over Simplex

Authors: Yufei Cui, Wuguannan Yao, Qiao Li, Antoni B. Chan, Chun Jason Xue | Published: 2019-05-29 | Updated: 2019-09-26
Quantification of Uncertainty
Generative Model

An Investigation of Data Poisoning Defenses for Online Learning

Authors: Yizhen Wang, Somesh Jha, Kamalika Chaudhuri | Published: 2019-05-28 | Updated: 2020-02-19
Backdoor Attack
Poisoning
Taxonomy of Attacks

Certifiably Robust Interpretation in Deep Learning

Authors: Alexander Levine, Sahil Singla, Soheil Feizi | Published: 2019-05-28 | Updated: 2019-10-17
XAI (Explainable AI)
Poisoning
Model Evaluation

Differential Privacy Has Disparate Impact on Model Accuracy

Authors: Eugene Bagdasaryan, Vitaly Shmatikov | Published: 2019-05-28 | Updated: 2019-10-27
Privacy Protection
Privacy Protection Method
Model Evaluation

Fault Sneaking Attack: a Stealthy Framework for Misleading Deep Neural Networks

Authors: Pu Zhao, Siyue Wang, Cheng Gongye, Yanzhi Wang, Yunsi Fei, Xue Lin | Published: 2019-05-28
DNN IP Protection Method
Model Evaluation
Defensive Deception

ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation

Authors: Yuzhe Yang, Guo Zhang, Dina Katabi, Zhi Xu | Published: 2019-05-28
Model Evaluation
Performance Evaluation
Adversarial Perturbation Techniques

Controlling Neural Level Sets

Authors: Matan Atzmon, Niv Haim, Lior Yariv, Ofer Israelov, Haggai Maron, Yaron Lipman | Published: 2019-05-28 | Updated: 2019-10-27
Model Evaluation
Optimization Problem
Generative Model

Snooping Attacks on Deep Reinforcement Learning

Authors: Matthew Inkawhich, Yiran Chen, Hai Li | Published: 2019-05-28 | Updated: 2020-01-15
Reinforcement Learning Method
Taxonomy of Attacks
Adversarial Perturbation Techniques

Adversarial Attacks on Remote User Authentication Using Behavioural Mouse Dynamics

Authors: Yi Xiang Marcus Tan, Alfonso Iacovazzi, Ivan Homoliak, Yuval Elovici, Alexander Binder | Published: 2019-05-28 | Updated: 2019-11-27
Poisoning
Model Evaluation
Adversarial Learning

Attacker Behaviour Profiling using Stochastic Ensemble of Hidden Markov Models

Authors: Soham Deshmukh, Rahul Rade, Faruk Kazi | Published: 2019-05-28 | Updated: 2021-06-06
Dataset Analysis
Model Evaluation
Attack Detection