Improvement of Learning

Army of Thieves: Enhancing Black-Box Model Extraction via Ensemble based sample selection

Authors: Akshit Jindal, Vikram Goyal, Saket Anand, Chetan Arora | Published: 2023-11-08
Data Selection Strategy
Membership Inference
Improvement of Learning

Quantization-aware Neural Architectural Search for Intrusion Detection

Authors: Rabin Yu Acharya, Laurens Le Jeune, Nele Mentens, Fatemeh Ganji, Domenic Forte | Published: 2023-11-07 | Updated: 2024-03-02
Improvement of Learning
Deep Learning Method
Quantization and Privacy

Accuracy Improvement in Differentially Private Logistic Regression: A Pre-training Approach

Authors: Mohammad Hoseinpour, Milad Hoseinpour, Ali Aghagolzadeh | Published: 2023-07-25 | Updated: 2024-02-12
Data Privacy Assessment
Improvement of Learning

DREAM: Domain-free Reverse Engineering Attributes of Black-box Model

Authors: Rongqing Li, Jiaqi Yu, Changsheng Li, Wenhan Luo, Ye Yuan, Guoren Wang | Published: 2023-07-20
Out-of-Distribution Detection
Model Extraction Attack
Improvement of Learning

Application of BadNets in Spam Filters

Authors: Swagnik Roychoudhury, Akshaj Kumar Veldanda | Published: 2023-07-18
LSTM Model Performance Evaluation
Backdoor Attack
Improvement of Learning

Population Expansion for Training Language Models with Private Federated Learning

Authors: Tatsuki Koga, Congzheng Song, Martin Pelikan, Mona Chitnis | Published: 2023-07-14
LSTM Model Performance Evaluation
Improvement of Learning
Federated Learning

Enhancement attacks in biomedical machine learning

Authors: Matthew Rosenblatt, Javid Dadashkarimi, Dustin Scheinost | Published: 2023-01-05 | Updated: 2023-08-16
Medical Image Analysis
Improvement of Learning
Optimization Methods

Stochastic Coded Federated Learning: Theoretical Analysis and Incentive Mechanism Design

Authors: Yuchang Sun, Jiawei Shao, Yuyi Mao, Songze Li, Jun Zhang | Published: 2022-11-08 | Updated: 2023-11-18
Privacy Protection Method
Improvement of Learning
Optimization Methods

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