統計的手法

Anomaly Detection using Principles of Human Perception

Authors: Nassir Mohammad | Published: 2021-03-23 | Updated: 2022-05-13
データ抽出と分析
異常検知アルゴリズム
統計的手法

Quantifying identifiability to choose and audit $ε$ in differentially private deep learning

Authors: Daniel Bernau, Günther Eibl, Philip W. Grassal, Hannah Keller, Florian Kerschbaum | Published: 2021-03-04 | Updated: 2021-07-20
DP-SGD
統計的手法
計算効率

Research Challenges in Designing Differentially Private Text Generation Mechanisms

Authors: Oluwaseyi Feyisetan, Abhinav Aggarwal, Zekun Xu, Nathanael Teissier | Published: 2020-12-10
データプライバシー評価
データ保護手法
統計的手法

Maximum Mean Discrepancy Test is Aware of Adversarial Attacks

Authors: Ruize Gao, Feng Liu, Jingfeng Zhang, Bo Han, Tongliang Liu, Gang Niu, Masashi Sugiyama | Published: 2020-10-22 | Updated: 2021-07-11
敵対的サンプルの脆弱性
検出手法の分析
統計的手法

Network Moments: Extensions and Sparse-Smooth Attacks

Authors: Modar Alfadly, Adel Bibi, Emilio Botero, Salman Alsubaihi, Bernard Ghanem | Published: 2020-06-21
敵対的攻撃
深層学習手法
統計的手法

Improving Adversarial Robustness via Unlabeled Out-of-Domain Data

Authors: Zhun Deng, Linjun Zhang, Amirata Ghorbani, James Zou | Published: 2020-06-15 | Updated: 2021-02-21
半教師あり学習
敵対的学習
統計的手法

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

Data-Driven Model-Based Analysis of the Ethereum Verifier’s Dilemma

Authors: Maher Alharby, Roben Castagna Lunardi, Amjad Aldweesh, Aad van Moorsel | Published: 2020-04-27
シミュレーション結果評価
ブロックチェーン技術
統計的手法

TSS: Transformation-Specific Smoothing for Robustness Certification

Authors: Linyi Li, Maurice Weber, Xiaojun Xu, Luka Rimanic, Bhavya Kailkhura, Tao Xie, Ce Zhang, Bo Li | Published: 2020-02-27 | Updated: 2021-11-16
ロバスト性評価
変換の影響
統計的手法

Privacy for All: Demystify Vulnerability Disparity of Differential Privacy against Membership Inference Attack

Authors: Bo Zhang, Ruotong Yu, Haipei Sun, Yanying Li, Jun Xu, Hui Wang | Published: 2020-01-24
プライバシー保証
プライバシー保護技術
統計的手法