Improvement of Learning

A Hypergraph-Based Machine Learning Ensemble Network Intrusion Detection System

Authors: Zong-Zhi Lin, Thomas D. Pike, Mark M. Bailey, Nathaniel D. Bastian | Published: 2022-11-08 | Updated: 2024-09-06
Cyber Attack
Model Selection
Improvement of Learning

Adversarial Policies Beat Superhuman Go AIs

Authors: Tony T. Wang, Adam Gleave, Tom Tseng, Kellin Pelrine, Nora Belrose, Joseph Miller, Michael D. Dennis, Yawen Duan, Viktor Pogrebniak, Sergey Levine, Stuart Russell | Published: 2022-11-01 | Updated: 2023-07-13
DNN IP Protection Method
Improvement of Learning
Classification of Malicious Actors

Federated Learning from Pre-Trained Models: A Contrastive Learning Approach

Authors: Yue Tan, Guodong Long, Jie Ma, Lu Liu, Tianyi Zhou, Jing Jiang | Published: 2022-09-21
Framework
Poisoning
Improvement of Learning

Statement-Level Vulnerability Detection: Learning Vulnerability Patterns Through Information Theory and Contrastive Learning

Authors: Van Nguyen, Trung Le, Chakkrit Tantithamthavorn, Michael Fu, John Grundy, Hung Nguyen, Seyit Camtepe, Paul Quirk, Dinh Phung | Published: 2022-09-20 | Updated: 2024-06-12
Model Performance Evaluation
Improvement of Learning
Vulnerability Mitigation Technique

Cross Project Software Vulnerability Detection via Domain Adaptation and Max-Margin Principle

Authors: Van Nguyen, Trung Le, Chakkrit Tantithamthavorn, John Grundy, Hung Nguyen, Dinh Phung | Published: 2022-09-19
Model Performance Evaluation
Improvement of Learning
Performance Evaluation

IoT Data Analytics in Dynamic Environments: From An Automated Machine Learning Perspective

Authors: Li Yang, Abdallah Shami | Published: 2022-09-16
IoT Data Analysis Task
Algorithm
Improvement of Learning

DiVa: An Accelerator for Differentially Private Machine Learning

Authors: Beomsik Park, Ranggi Hwang, Dongho Yoon, Yoonhyuk Choi, Minsoo Rhu | Published: 2022-08-26
Model Performance Evaluation
Efficiency Evaluation
Improvement of Learning

Adversarially Robust PAC Learnability of Real-Valued Functions

Authors: Idan Attias, Steve Hanneke | Published: 2022-06-26 | Updated: 2024-05-05
Algorithm Design
Sampling Method
Improvement of Learning

Defense against adversarial attacks on deep convolutional neural networks through nonlocal denoising

Authors: Sandhya Aneja, Nagender Aneja, Pg Emeroylariffion Abas, Abdul Ghani Naim | Published: 2022-06-25
Algorithm Design
Improvement of Learning
Adversarial Attack Methods

Using Autoencoders on Differentially Private Federated Learning GANs

Authors: Gregor Schram, Rui Wang, Kaitai Liang | Published: 2022-06-24
Algorithm Design
Improvement of Learning
Challenges of Generative Models