文献データベース

Twitter Spam Detection: A Systematic Review

Authors: Sepideh Bazzaz Abkenar, Mostafa Haghi Kashani, Mohammad Akbari, Ebrahim Mahdipour | Published: 2020-11-30 | Updated: 2020-12-01
スパム検出手法
ユーザー行動分析
研究方法論

TransMIA: Membership Inference Attacks Using Transfer Shadow Training

Authors: Seira Hidano, Takao Murakami, Yusuke Kawamoto | Published: 2020-11-30 | Updated: 2021-04-23
データプライバシー評価
メンバーシップ推論

Gradient Sparsification Can Improve Performance of Differentially-Private Convex Machine Learning

Authors: Farhad Farokhi | Published: 2020-11-30 | Updated: 2020-12-01
データプライバシー評価
パフォーマンス評価
モデル性能評価

Voting based ensemble improves robustness of defensive models

Authors: Devvrit, Minhao Cheng, Cho-Jui Hsieh, Inderjit Dhillon | Published: 2020-11-28
モデル性能評価
攻撃タイプ
敵対的攻撃

InstaHide’s Sample Complexity When Mixing Two Private Images

Authors: Baihe Huang, Zhao Song, Runzhou Tao, Junze Yin, Ruizhe Zhang, Danyang Zhuo | Published: 2020-11-24 | Updated: 2024-02-06
ウォーターマーキング
データプライバシー評価
構造学習

Omni: Automated Ensemble with Unexpected Models against Adversarial Evasion Attack

Authors: Rui Shu, Tianpei Xia, Laurie Williams, Tim Menzies | Published: 2020-11-23 | Updated: 2021-10-12
モデル性能評価
敵対的サンプル
敵対的攻撃

Beta-CoRM: A Bayesian Approach for $n$-gram Profiles Analysis

Authors: José A. Perusquía, Jim E. Griffin, Cristiano Villa | Published: 2020-11-23 | Updated: 2024-09-02
モデル性能評価
特徴エンジニアリング
生成モデル特性

ONION: A Simple and Effective Defense Against Textual Backdoor Attacks

Authors: Fanchao Qi, Yangyi Chen, Mukai Li, Yuan Yao, Zhiyuan Liu, Maosong Sun | Published: 2020-11-20 | Updated: 2021-11-03
テキストの摂動手法
トリガーの検知
バックドアモデルの検知

Toward a Next Generation Particle Precipitation Model: Mesoscale Prediction Through Machine Learning (a Case Study and Framework for Progress)

Authors: Ryan M. McGranaghan, Jack Ziegler, Téo Bloch, Spencer Hatch, Enrico Camporeale, Kristina Lynch, Mathew Owens, Jesper Gjerloev, Binzheng Zhang, Susan Skone | Published: 2020-11-19 | Updated: 2021-06-28
モデル性能評価
気候データ収集
生成モデル特性

Adversarial Examples for $k$-Nearest Neighbor Classifiers Based on Higher-Order Voronoi Diagrams

Authors: Chawin Sitawarin, Evgenios M. Kornaropoulos, Dawn Song, David Wagner | Published: 2020-11-19 | Updated: 2021-11-01
パフォーマンス評価
敵対的攻撃
最適化アルゴリズムの選択と評価