AIセキュリティポータルbot

A Novel Framework for Threat Analysis of Machine Learning-based Smart Healthcare Systems

Authors: Nur Imtiazul Haque, Mohammad Ashiqur Rahman, Md Hasan Shahriar, Alvi Ataur Khalil, Selcuk Uluagac | Published: 2021-03-05
Watermarking Settings for Medical Data
Attack Method
Threat modeling

Efficient Encrypted Inference on Ensembles of Decision Trees

Authors: Kanthi Sarpatwar, Karthik Nandakumar, Nalini Ratha, James Rayfield, Karthikeyan Shanmugam, Sharath Pankanti, Roman Vaculin | Published: 2021-03-05
Performance Evaluation
Real-Time Inference
Deep Learning Technology

Quantifying identifiability to choose and audit $ε$ in differentially private deep learning

Authors: Daniel Bernau, Günther Eibl, Philip W. Grassal, Hannah Keller, Florian Kerschbaum | Published: 2021-03-04 | Updated: 2021-07-20
DP-SGD
Statistical Methods
Computational Efficiency

Evaluation and Optimization of Distributed Machine Learning Techniques for Internet of Things

Authors: Yansong Gao, Minki Kim, Chandra Thapa, Sharif Abuadbba, Zhi Zhang, Seyit A. Camtepe, Hyoungshick Kim, Surya Nepal | Published: 2021-03-03
Performance Evaluation
Distributed Learning
Computational Efficiency

A Modified Drake Equation for Assessing Adversarial Risk to Machine Learning Models

Authors: Josh Kalin, David Noever, Matthew Ciolino | Published: 2021-03-03 | Updated: 2021-07-07
Risk Analysis Method
Adversarial Text Purification
Machine Learning

Malware Classification with Word Embedding Features

Authors: Aparna Sunil Kale, Fabio Di Troia, Mark Stamp | Published: 2021-03-03
Multi-Class Classification
Membership Inference
Machine Learning

Graph Computing for Financial Crime and Fraud Detection: Trends, Challenges and Outlook

Authors: E. Kurshan, H. Shen | Published: 2021-03-02
Dynamic Graph Processing
Fraud Techniques
Financial Intelligence

Private Stochastic Convex Optimization: Optimal Rates in $\ell_1$ Geometry

Authors: Hilal Asi, Vitaly Feldman, Tomer Koren, Kunal Talwar | Published: 2021-03-02
Privacy-Preserving Algorithm
Convergence Analysis
Computational Efficiency

Smoothness Analysis of Adversarial Training

Authors: Sekitoshi Kanai, Masanori Yamada, Hiroshi Takahashi, Yuki Yamanaka, Yasutoshi Ida | Published: 2021-03-02 | Updated: 2023-03-06
Data Dependency
Adversarial Example
Adversarial Spectrum Attack Detection

Adversarial Information Bottleneck

Authors: Penglong Zhai, Shihua Zhang | Published: 2021-02-28 | Updated: 2021-03-03
Model Performance Evaluation
Adversarial Example
Adversarial Training