モデルの設計や精度

Deep Transfer Learning Based Intrusion Detection System for Electric Vehicular Networks

Authors: Sk. Tanzir Mehedi, Adnan Anwar, Ziaur Rahman, Kawsar Ahmed | Published: 2021-07-12
MLベースのIDS
モデルの設計や精度
自動車ネットワークセキュリティ

Analytically Tractable Hidden-States Inference in Bayesian Neural Networks

Authors: Luong-Ha Nguyen, James-A. Goulet | Published: 2021-07-08
モデルの設計や精度
状態推定手法
統計的手法

Residual Error: a New Performance Measure for Adversarial Robustness

Authors: Hossein Aboutalebi, Mohammad Javad Shafiee, Michelle Karg, Christian Scharfenberger, Alexander Wong | Published: 2021-06-18
モデルの設計や精度
分類パターン分析
機械学習の応用

How does Heterophily Impact the Robustness of Graph Neural Networks? Theoretical Connections and Practical Implications

Authors: Jiong Zhu, Junchen Jin, Donald Loveland, Michael T. Schaub, Danai Koutra | Published: 2021-06-14 | Updated: 2022-07-23
データセット評価
モデルの設計や精度
攻撃の分類

Verifying Quantized Neural Networks using SMT-Based Model Checking

Authors: Luiz Sena, Xidan Song, Erickson Alves, Iury Bessa, Edoardo Manino, Lucas Cordeiro, Eddie de Lima Filho | Published: 2021-06-10 | Updated: 2021-09-16
モデルの設計や精度
安全性特性
量子化ニューラルネットワーク

On Robustness of Neural Ordinary Differential Equations

Authors: Hanshu Yan, Jiawei Du, Vincent Y. F. Tan, Jiashi Feng | Published: 2019-10-12 | Updated: 2022-03-03
モデルの設計や精度
攻撃の評価
防御手法の効果分析

Extraction of Complex DNN Models: Real Threat or Boogeyman?

Authors: Buse Gul Atli, Sebastian Szyller, Mika Juuti, Samuel Marchal, N. Asokan | Published: 2019-10-11 | Updated: 2020-05-27
Out-of-Distribution検出
モデルの設計や精度
攻撃の評価

Directional Adversarial Training for Cost Sensitive Deep Learning Classification Applications

Authors: Matteo Terzi, Gian Antonio Susto, Pratik Chaudhari | Published: 2019-10-08
モデルの設計や精度
機械学習アルゴリズム
適応型敵対的訓練

Intrusion detection systems using classical machine learning techniques versus integrated unsupervised feature learning and deep neural network

Authors: Shisrut Rawat, Aishwarya Srinivasan, Vinayakumar R | Published: 2019-10-01
モデルの設計や精度
攻撃の評価
機械学習アルゴリズム

An Efficient and Margin-Approaching Zero-Confidence Adversarial Attack

Authors: Yang Zhang, Shiyu Chang, Mo Yu, Kaizhi Qian | Published: 2019-10-01
バックドア攻撃
モデルの設計や精度
敵対的攻撃手法