Challenges of Generative Models

Black-box Adversarial Example Generation with Normalizing Flows

Authors: Hadi M. Dolatabadi, Sarah Erfani, Christopher Leckie | Published: 2020-07-06
Adversarial Learning
Challenges of Generative Models
Computational Efficiency

Low Distortion Block-Resampling with Spatially Stochastic Networks

Authors: Sarah Jane Hong, Martin Arjovsky, Darryl Barnhart, Ian Thompson | Published: 2020-06-09 | Updated: 2020-12-10
Algorithm
Improvement of Learning
Challenges of Generative Models

Distributional Robustness with IPMs and links to Regularization and GANs

Authors: Hisham Husain | Published: 2020-06-08
Fundamentals of Machine Learning
Challenges of Generative Models
Statistical Methods

Domain Knowledge Alleviates Adversarial Attacks in Multi-Label Classifiers

Authors: Stefano Melacci, Gabriele Ciravegna, Angelo Sotgiu, Ambra Demontis, Battista Biggio, Marco Gori, Fabio Roli | Published: 2020-06-06 | Updated: 2021-12-29
Improvement of Learning
Adversarial Attack Detection
Challenges of Generative Models

Differentially Private Data Generative Models

Authors: Qingrong Chen, Chong Xiang, Minhui Xue, Bo Li, Nikita Borisov, Dali Kaarfar, Haojin Zhu | Published: 2018-12-06
Model Inversion
Differential Privacy
Challenges of Generative Models

PassGAN: A Deep Learning Approach for Password Guessing

Authors: Briland Hitaj, Paolo Gasti, Giuseppe Ateniese, Fernando Perez-Cruz | Published: 2017-09-01 | Updated: 2019-02-14
Password Strength Evaluation
Model Performance Evaluation
Challenges of Generative Models