Framework

Split Federated Learning on Micro-controllers: A Keyword Spotting Showcase

Authors: Jingtao Li, Runcong Kuang | Published: 2022-10-04
Framework
Model Design
Deep Learning Method

FaRO 2: an Open Source, Configurable Smart City Framework for Real-Time Distributed Vision and Biometric Systems

Authors: Joel Brogan, Nell Barber, David Cornett, David Bolme | Published: 2022-09-26
Privacy Protection Method
Framework
Face Recognition System

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

Federated and Privacy-Preserving Learning of Accounting Data in Financial Statement Audits

Authors: Marco Schreyer, Timur Sattarov, Damian Borth | Published: 2022-08-26
Privacy Protection Method
Framework
Experimental Validation

Digital Twin-based Intrusion Detection for Industrial Control Systems

Authors: Seba Anna Varghese, Alireza Dehlaghi Ghadim, Ali Balador, Zahra Alimadadi, Panos Papadimitratos | Published: 2022-07-20
ML-Based IDS
Framework
Attack Method

Auditing Differential Privacy in High Dimensions with the Kernel Quantum Rényi Divergence

Authors: Carles Domingo-Enrich, Youssef Mroueh | Published: 2022-05-27
Privacy Assessment
Framework
Watermark Evaluation

The Cross-evaluation of Machine Learning-based Network Intrusion Detection Systems

Authors: Giovanni Apruzzese, Luca Pajola, Mauro Conti | Published: 2022-03-09
Dataset Generation
Framework
Generalization Performance

LSTMSPLIT: Effective SPLIT Learning based LSTM on Sequential Time-Series Data

Authors: Lianlian Jiang, Yuexuan Wang, Wenyi Zheng, Chao Jin, Zengxiang Li, Sin G. Teo | Published: 2022-03-08
Privacy Protection Mechanism
Framework
Computational Complexity

Flurry: a Fast Framework for Reproducible Multi-layered Provenance Graph Representation Learning

Authors: Maya Kapoor, Joshua Melton, Michael Ridenhour, Mahalavanya Sriram, Thomas Moyer, Siddharth Krishnan | Published: 2022-03-05
Graph Representation Learning
Data Generation
Framework

On the Convergence of Prior-Guided Zeroth-Order Optimization Algorithms

Authors: Shuyu Cheng, Guoqiang Wu, Jun Zhu | Published: 2021-07-21 | Updated: 2021-11-07
Framework
Optimization Methods
Statistical Methods