文献データベース

Edge Dithering for Robust Adaptive Graph Convolutional Networks

Authors: Vassilis N. Ioannidis, Georgios B. Giannakis | Published: 2019-10-21
GNN
ポイズニング
モデルアーキテクチャ

GraphSAC: Detecting anomalies in large-scale graphs

Authors: Vassilis N. Ioannidis, Dimitris Berberidis, Georgios B. Giannakis | Published: 2019-10-21
グラフ表現学習
データ汚染検出
性能評価

Learning to Learn by Zeroth-Order Oracle

Authors: Yangjun Ruan, Yuanhao Xiong, Sashank Reddi, Sanjiv Kumar, Cho-Jui Hsieh | Published: 2019-10-21 | Updated: 2020-02-07
性能評価
損失項
最適化アルゴリズムの選択と評価

Aleatoric and Epistemic Uncertainty in Machine Learning: An Introduction to Concepts and Methods

Authors: Eyke Hüllermeier, Willem Waegeman | Published: 2019-10-21 | Updated: 2020-09-16
不確実性の定量化
不確実性の扱い
統計的仮説検定

Cryptomining Makes Noise: a Machine Learning Approach for Cryptojacking Detection

Authors: Maurantonio Caprolu, Simone Raponi, Gabriele Oligeri, Roberto Di Pietro | Published: 2019-10-21 | Updated: 2020-01-28
ネットワークトラフィック分析
性能評価
機械学習手法

Recovering Localized Adversarial Attacks

Authors: Jan Philip Göpfert, Heiko Wersing, Barbara Hammer | Published: 2019-10-21
ポイズニング
対抗的学習
特徴重要度分析

Leveraging Hierarchical Representations for Preserving Privacy and Utility in Text

Authors: Oluwaseyi Feyisetan, Tom Diethe, Thomas Drake | Published: 2019-10-20
プライバシー保護手法
プライバシー問題
メンバーシップ推論

Tree-based Intelligent Intrusion Detection System in Internet of Vehicles

Authors: Li Yang, Abdallah Moubayed, Ismail Hamieh, Abdallah Shami | Published: 2019-10-18 | Updated: 2022-10-05
サイバー脅威
モデルアンサンブル
特徴重要度分析

A Fast Saddle-Point Dynamical System Approach to Robust Deep Learning

Authors: Yasaman Esfandiari, Aditya Balu, Keivan Ebrahimi, Umesh Vaidya, Nicola Elia, Soumik Sarkar | Published: 2019-10-18 | Updated: 2021-03-01
モデルの堅牢性
対抗的学習
敵対的サンプル

Federated Generative Privacy

Authors: Aleksei Triastcyn, Boi Faltings | Published: 2019-10-18
プライバシー保護手法
プライバシー評価
生成モデル