モデル評価

Model Reconstruction from Model Explanations

Authors: Smitha Milli, Ludwig Schmidt, Anca D. Dragan, Moritz Hardt | Published: 2018-07-13
クエリの多様性
モデル抽出攻撃
モデル評価

Query-Efficient Hard-label Black-box Attack:An Optimization-based Approach

Authors: Minhao Cheng, Thong Le, Pin-Yu Chen, Jinfeng Yi, Huan Zhang, Cho-Jui Hsieh | Published: 2018-07-12
モデル評価
敵対的攻撃
暗号化技術

Differentially-Private “Draw and Discard” Machine Learning

Authors: Vasyl Pihur, Aleksandra Korolova, Frederick Liu, Subhash Sankuratripati, Moti Yung, Dachuan Huang, Ruogu Zeng | Published: 2018-07-11 | Updated: 2018-10-10
プライバシー評価
モデル評価
差分プライバシー

A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks

Authors: Kimin Lee, Kibok Lee, Honglak Lee, Jinwoo Shin | Published: 2018-07-10 | Updated: 2018-10-27
モデル評価
敵対的サンプルの検知
敵対的学習

Forecasting Suspicious Account Activity at Large-Scale Online Service Providers

Authors: Hassan Halawa, Matei Ripeanu, Konstantin Beznosov, Baris Coskun, Meizhu Liu | Published: 2018-01-25
モデル評価
ユーザー行動分析
リスク評価