Machine Learning Technology

DRSM: De-Randomized Smoothing on Malware Classifier Providing Certified Robustness

Authors: Shoumik Saha, Wenxiao Wang, Yigitcan Kaya, Soheil Feizi, Tudor Dumitras | Published: 2023-03-20 | Updated: 2023-10-03
Cybersecurity
Membership Inference
Machine Learning Technology

Utilization of Impedance Disparity Incurred from Switching Activities to Monitor and Characterize Firmware Activities

Authors: Md Sadik Awal, Christopher Thompson, Md Tauhidur Rahman | Published: 2023-01-17
Data Collection
Program Analysis
Machine Learning Technology

A Review on the effectiveness of Dimensional Reduction with Computational Forensics: An Application on Malware Analysis

Authors: Aye Thaw Da Naing, Justin Soh Beng Guan, Yarzar Shwe Win, Jonathan Pan | Published: 2023-01-15
Performance Evaluation Metrics
Machine Learning Technology
Feature Selection Method

Classification of Web Phishing Kits for early detection by platform providers

Authors: Andrea Venturi, Michele Colajanni, Marco Ramilli, Giorgio Valenziano Santangelo | Published: 2022-10-15
Security Analysis
Malicious Website Detection
Machine Learning Technology

DI-NIDS: Domain Invariant Network Intrusion Detection System

Authors: Siamak Layeghy, Mahsa Baktashmotlagh, Marius Portmann | Published: 2022-10-15
Performance Evaluation
Machine Learning Technology
Deep Learning Method

Reinforcement Learning for Hardware Security: Opportunities, Developments, and Challenges

Authors: Satwik Patnaik, Vasudev Gohil, Hao Guo, Jeyavijayan, Rajendran | Published: 2022-08-29
Reward Mechanism Design
Optimization Problem
Machine Learning Technology

Lateral Movement Detection Using User Behavioral Analysis

Authors: Deepak Kushwaha, Dhruv Nandakumar, Akshay Kakkar, Sanvi Gupta, Kevin Choi, Christopher Redino, Abdul Rahman, Sabthagiri Saravanan Chandramohan, Edward Bowen, Matthew Weeks, Aaron Shaha, Joe Nehila | Published: 2022-08-29
User Behavior Analysis
Machine Learning Technology
Feature Extraction Method

Overparameterization from Computational Constraints

Authors: Sanjam Garg, Somesh Jha, Saeed Mahloujifar, Mohammad Mahmoody, Mingyuan Wang | Published: 2022-08-27 | Updated: 2022-10-15
Verification of Digital Signatures
Machine Learning Technology
Function Definition

Credit card fraud detection – Classifier selection strategy

Authors: Gayan K. Kulatilleke | Published: 2022-08-25
Fraudulent Transaction
Machine Learning
Machine Learning Technology

Fed-FSNet: Mitigating Non-I.I.D. Federated Learning via Fuzzy Synthesizing Network

Authors: Jingcai Guo, Song Guo, Jie Zhang, Ziming Liu | Published: 2022-08-21 | Updated: 2023-04-25
Poisoning
Efficiency of Distributed Learning
Machine Learning Technology