Generative Model

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

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

Fast Geometrically-Perturbed Adversarial Faces

Authors: Ali Dabouei, Sobhan Soleymani, Jeremy Dawson, Nasser M. Nasrabadi | Published: 2018-09-24 | Updated: 2018-09-28
Robustness Improvement Method
Adversarial Attack Methods
Generative Model

Adversarial Recommendation: Attack of the Learned Fake Users

Authors: Konstantina Christakopoulou, Arindam Banerjee | Published: 2018-09-21
Adversarial Example
Adversarial Attack Methods
Generative Model

Constructing Unrestricted Adversarial Examples with Generative Models

Authors: Yang Song, Rui Shu, Nate Kushman, Stefano Ermon | Published: 2018-05-21 | Updated: 2018-12-02
Adversarial Learning
Adversarial Attack Detection
Generative Model

RON-Gauss: Enhancing Utility in Non-Interactive Private Data Release

Authors: Thee Chanyaswad, Changchang Liu, Prateek Mittal | Published: 2017-08-31 | Updated: 2018-10-16
Detection of Poison Data for Backdoor Attacks
Privacy Protection Method
Generative Model

Plausible Deniability for Privacy-Preserving Data Synthesis

Authors: Vincent Bindschaedler, Reza Shokri, Carl A. Gunter | Published: 2017-08-26
Privacy Protection Method
Model Performance Evaluation
Generative Model

Generative Poisoning Attack Method Against Neural Networks

Authors: Chaofei Yang, Qing Wu, Hai Li, Yiran Chen | Published: 2017-03-03
Trigger Detection
Poisoning
Generative Model