生成モデルの課題

Black-box Adversarial Example Generation with Normalizing Flows

Authors: Hadi M. Dolatabadi, Sarah Erfani, Christopher Leckie | Published: 2020-07-06
敵対的学習
生成モデルの課題
計算効率

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
アルゴリズム
学習の改善
生成モデルの課題

Distributional Robustness with IPMs and links to Regularization and GANs

Authors: Hisham Husain | Published: 2020-06-08
機械学習の基礎
生成モデルの課題
統計的手法

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
学習の改善
敵対的攻撃検出
生成モデルの課題

Differentially Private Data Generative Models

Authors: Qingrong Chen, Chong Xiang, Minhui Xue, Bo Li, Nikita Borisov, Dali Kaarfar, Haojin Zhu | Published: 2018-12-06
モデルインバージョン
差分プライバシー
生成モデルの課題

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
パスワード強度評価
モデル性能評価
生成モデルの課題