Deep Learning Method

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
Intrusion Detection System
Deep Learning Method
Evaluation Method
2022.06.23 2025.05.28
Literature Database

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
Sample Complexity
Robustness
Deep Learning Method
2022.06.14 2025.05.28
Literature Database

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
Training Protocol
Adversarial Attack Methods
Deep Learning Method
2022.06.13 2025.05.28
Literature Database

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
Malware Detection
Adversarial Example
Deep Learning Method
2022.06.12 2025.05.28
Literature Database

Darknet Traffic Classification and Adversarial Attacks

Authors: Nhien Rust-Nguyen, Mark Stamp | Published: 2022-06-12
Performance Evaluation
Adversarial Attack Methods
Deep Learning Method
2022.06.12 2025.05.28
Literature Database

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
Privacy Assessment
Bayesian Security
Deep Learning Method
2022.06.10 2025.05.28
Literature Database

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
Robustness
Impact of Generalization
Deep Learning Method
2022.06.09 2025.05.28
Literature Database

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
Reinforcement Learning
Deep Learning Method
Federated Learning
2022.06.08 2025.05.28
Literature Database

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

Authors: Tuan-Hong Chua, Iftekhar Salam | Published: 2022-03-10
Performance Evaluation
Deep Learning Method
Feature Engineering
2022.03.10 2025.05.28
Literature Database

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
Graph Neural Network
Deep Learning Method
Vulnerability Analysis
2022.03.10 2025.05.28
Literature Database
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