文献データベース

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

Calibrate: Frequency Estimation and Heavy Hitter Identification with Local Differential Privacy via Incorporating Prior Knowledge

Authors: Jinyuan Jia, Neil Zhenqiang Gong | Published: 2018-12-05 | Updated: 2018-12-11
データ収集
一般化性能
確率分布

Regularized Ensembles and Transferability in Adversarial Learning

Authors: Yifan Chen, Yevgeniy Vorobeychik | Published: 2018-12-05
モデルの頑健性保証
一般化性能
知識移転性

Random Spiking and Systematic Evaluation of Defenses Against Adversarial Examples

Authors: Huangyi Ge, Sze Yiu Chau, Bruno Ribeiro, Ninghui Li | Published: 2018-12-05 | Updated: 2020-01-20
モデルの頑健性保証
敵対的サンプル
防御手法

Outsourcing Private Machine Learning via Lightweight Secure Arithmetic Computation

Authors: Siddharth Garg, Zahra Ghodsi, Carmit Hazay, Yuval Ishai, Antonio Marcedone, Muthuramakrishnan Venkitasubramaniam | Published: 2018-12-04
医療画像分析
安全な算術計算
差分プライバシー

Comprehensive Privacy Analysis of Deep Learning: Passive and Active White-box Inference Attacks against Centralized and Federated Learning

Authors: Milad Nasr, Reza Shokri, Amir Houmansadr | Published: 2018-12-03 | Updated: 2020-06-06
モデル抽出攻撃
差分プライバシー
連合学習

Beyond Inferring Class Representatives: User-Level Privacy Leakage From Federated Learning

Authors: Zhibo Wang, Mengkai Song, Zhifei Zhang, Yang Song, Qian Wang, Hairong Qi | Published: 2018-12-03 | Updated: 2018-12-05
差分プライバシー
連合学習

Generalization in anti-causal learning

Authors: Niki Kilbertus, Giambattista Parascandolo, Bernhard Schölkopf | Published: 2018-12-03
FR検出メカニズム
一般化性能
因果モデルの重要性

Model-Reuse Attacks on Deep Learning Systems

Authors: Yujie Ji, Xinyang Zhang, Shouling Ji, Xiapu Luo, Ting Wang | Published: 2018-12-02
モデル抽出攻撃
モデル抽出攻撃の検知
敵対的学習

FineFool: Fine Object Contour Attack via Attention

Authors: Jinyin Chen, Haibin Zheng, Hui Xiong, Mengmeng Su | Published: 2018-12-01
モデルの頑健性保証
効果的な摂動手法
重み更新手法