深層学習手法

LBDMIDS: LSTM Based Deep Learning Model for Intrusion Detection Systems for IoT Networks

Authors: Kumar Saurabh, Saksham Sood, P. Aditya Kumar, Uphar Singh, Ranjana Vyas, O. P. Vyas, Rahamatullah Khondoker | Published: 2022-06-23
侵入検知システム
深層学習手法
評価手法

On the explainable properties of 1-Lipschitz Neural Networks: An Optimal Transport Perspective

Authors: Mathieu Serrurier, Franck Mamalet, Thomas Fel, Louis Béthune, Thibaut Boissin | Published: 2022-06-14 | Updated: 2024-02-02
サンプル複雑性
ロバスト性
深層学習手法

Deploying Convolutional Networks on Untrusted Platforms Using 2D Holographic Reduced Representations

Authors: Mohammad Mahmudul Alam, Edward Raff, Tim Oates, James Holt | Published: 2022-06-13
トレーニングプロトコル
敵対的攻撃手法
深層学習手法

Fusing Feature Engineering and Deep Learning: A Case Study for Malware Classification

Authors: Daniel Gibert, Carles Mateu, Jordi Planes, Quan Le | Published: 2022-06-12
マルウェア検出
敵対的サンプル
深層学習手法

Darknet Traffic Classification and Adversarial Attacks

Authors: Nhien Rust-Nguyen, Mark Stamp | Published: 2022-06-12
パフォーマンス評価
敵対的攻撃手法
深層学習手法

Bayesian Estimation of Differential Privacy

Authors: Santiago Zanella-Béguelin, Lukas Wutschitz, Shruti Tople, Ahmed Salem, Victor Rühle, Andrew Paverd, Mohammad Naseri, Boris Köpf, Daniel Jones | Published: 2022-06-10 | Updated: 2022-06-15
プライバシー評価
ベイズセキュリティ
深層学習手法

GSmooth: Certified Robustness against Semantic Transformations via Generalized Randomized Smoothing

Authors: Zhongkai Hao, Chengyang Ying, Yinpeng Dong, Hang Su, Jun Zhu, Jian Song | Published: 2022-06-09 | Updated: 2022-06-29
ロバスト性
一般化の影響
深層学習手法

Dap-FL: Federated Learning flourishes by adaptive tuning and secure aggregation

Authors: Qian Chen, Zilong Wang, Jiawei Chen, Haonan Yan, Xiaodong Lin | Published: 2022-06-08
強化学習
深層学習手法
連合学習

Evaluation of Machine Learning Algorithms in Network-Based Intrusion Detection System

Authors: Tuan-Hong Chua, Iftekhar Salam | Published: 2022-03-10
パフォーマンス評価
深層学習手法
特徴エンジニアリング

LineVD: Statement-level Vulnerability Detection using Graph Neural Networks

Authors: David Hin, Andrey Kan, Huaming Chen, M. Ali Babar | Published: 2022-03-10 | Updated: 2022-03-25
グラフニューラルネットワーク
深層学習手法
脆弱性分析