Machine Learning Application

Machine Learning for Malware Evolution Detection

Authors: Lolitha Sresta Tupadha, Mark Stamp | Published: 2021-07-04
Malware Evolution
Machine Learning Application
Machine Learning Technology

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
Model Design and Accuracy
Classification Pattern Analysis
Machine Learning Application

Bad Characters: Imperceptible NLP Attacks

Authors: Nicholas Boucher, Ilia Shumailov, Ross Anderson, Nicolas Papernot | Published: 2021-06-18 | Updated: 2021-12-11
Cyber Attack
Prompt Injection
Machine Learning Application

On Ensemble Learning

Authors: Mark Stamp, Aniket Chandak, Gavin Wong, Allen Ye | Published: 2021-03-07
Performance Evaluation
Machine Learning Application
Evaluation Method

Zeroth-Order Hybrid Gradient Descent: Towards A Principled Black-Box Optimization Framework

Authors: Pranay Sharma, Kaidi Xu, Sijia Liu, Pin-Yu Chen, Xue Lin, Pramod K. Varshney | Published: 2020-12-21
Optimization Methods
Machine Learning Application

Variational Quantum Cloning: Improving Practicality for Quantum Cryptanalysis

Authors: Brian Coyle, Mina Doosti, Elham Kashefi, Niraj Kumar | Published: 2020-12-21
Loss Function
Machine Learning Application
Quantum Cryptanalysis

FedServing: A Federated Prediction Serving Framework Based on Incentive Mechanism

Authors: Jiasi Weng, Jian Weng, Hongwei Huang, Chengjun Cai, Cong Wang | Published: 2020-12-19
Incentive Mechanism
Membership Inference
Machine Learning Application

Detecting Botnet Attacks in IoT Environments: An Optimized Machine Learning Approach

Authors: MohammadNoor Injadat, Abdallah Moubayed, Abdallah Shami | Published: 2020-12-16
ML-Based IDS
Machine Learning Application
Complexity of the Environment

Optimized Random Forest Model for Botnet Detection Based on DNS Queries

Authors: Abdallah Moubayed, MohammadNoor Injadat, Abdallah Shami | Published: 2020-12-16
DDoS Attack
Machine Learning Application
Defense Method

Machine Learning-Based Early Detection of IoT Botnets Using Network-Edge Traffic

Authors: Ayush Kumar, Mrinalini Shridhar, Sahithya Swaminathan, Teng Joon Lim | Published: 2020-10-22
Dataset evaluation
Machine Learning Application
Anomaly Detection Method