Dataset evaluation

Threat Detection for General Social Engineering Attack Using Machine Learning Techniques

Authors: Zuoguang Wang, Yimo Ren, Hongsong Zhu, Limin Sun | Published: 2022-03-15 | Updated: 2022-03-17
Dataset evaluation
Performance Evaluation Metrics
Feature Selection Method

Explaining RADAR features for detecting spoofing attacks in Connected Autonomous Vehicles

Authors: Nidhi Rastogi, Sara Rampazzi, Michael Clifford, Miriam Heller, Matthew Bishop, Karl Levitt | Published: 2022-03-01
Dataset evaluation
Model Design and Accuracy
Vulnerabilities in Autonomous Driving Technology

Improved Certified Defenses against Data Poisoning with (Deterministic) Finite Aggregation

Authors: Wenxiao Wang, Alexander Levine, Soheil Feizi | Published: 2022-02-05 | Updated: 2022-07-14
Dataset evaluation
Poisoning
Robustness Evaluation

Improving the Reliability of Network Intrusion Detection Systems through Dataset Integration

Authors: Roberto Magán-Carrión, Daniel Urda, Ignacio Díaz-Cano, Bernabé Dorronsoro | Published: 2021-12-02
Dataset evaluation
Data Preprocessing
Generalization Performance

Benchmark Static API Call Datasets for Malware Family Classification

Authors: Berkant Düzgün, Aykut Çayır, Ferhat Demirkıran, Ceyda Nur Kahya, Buket Gençaydın, Hasan Dağ | Published: 2021-11-30 | Updated: 2022-08-04
Dataset evaluation
Malware Detection Method
Static Analysis

Needle in a Haystack: Detecting Subtle Malicious Edits to Additive Manufacturing G-code Files

Authors: Caleb Beckwith, Harsh Sankar Naicker, Svara Mehta, Viba R. Udupa, Nghia Tri Nim, Varun Gadre, Hammond Pearce, Gary Mac, Nikhil Gupta | Published: 2021-11-24
Dataset evaluation
Data Integrity Constraints
Machine Learning Application

Is this IoT Device Likely to be Secure? Risk Score Prediction for IoT Devices Using Gradient Boosting Machines

Authors: Carlos A. Rivera Alvarez, Arash Shaghaghi, David D. Nguyen, Salil S. Kanhere | Published: 2021-11-23
Dataset evaluation
Model Selection Method
Risk Assessment Method

On the Importance of Difficulty Calibration in Membership Inference Attacks

Authors: Lauren Watson, Chuan Guo, Graham Cormode, Alex Sablayrolles | Published: 2021-11-15 | Updated: 2022-04-11
Dataset evaluation
Membership Inference
High Difficulty Sample

Property Inference Attacks Against GANs

Authors: Junhao Zhou, Yufei Chen, Chao Shen, Yang Zhang | Published: 2021-11-15
Dataset evaluation
Data Generation
Membership Inference

Get a Model! Model Hijacking Attack Against Machine Learning Models

Authors: Ahmed Salem, Michael Backes, Yang Zhang | Published: 2021-11-08
Dataset evaluation
Backdoor Attack
Adversarial Attack Methods