Model Design

Privacy Amplification for Matrix Mechanisms

Authors: Christopher A. Choquette-Choo, Arun Ganesh, Thomas Steinke, Abhradeep Thakurta | Published: 2023-10-24 | Updated: 2024-05-04
Data Generation
Privacy Technique
Model Design

Towards the Theory of Unsupervised Federated Learning: Non-asymptotic Analysis of Federated EM Algorithms

Authors: Ye Tian, Haolei Weng, Yang Feng | Published: 2023-10-23 | Updated: 2024-06-14
Model Design
Convergence Guarantee
Optimization Methods

B^2SFL: A Bi-level Blockchained Architecture for Secure Federated Learning-based Traffic Prediction

Authors: Hao Guo, Collin Meese, Wanxin Li, Chien-Chung Shen, Mark Nejad | Published: 2023-10-23
Privacy Technique
Model Design
Machine Learning Method

REMARK-LLM: A Robust and Efficient Watermarking Framework for Generative Large Language Models

Authors: Ruisi Zhang, Shehzeen Samarah Hussain, Paarth Neekhara, Farinaz Koushanfar | Published: 2023-10-18 | Updated: 2024-04-08
Data Generation
Model Design
Malicious Content Generation

The Efficacy of Transformer-based Adversarial Attacks in Security Domains

Authors: Kunyang Li, Kyle Domico, Jean-Charles Noirot Ferrand, Patrick McDaniel | Published: 2023-10-17
Security Analysis
Model Design
Adversarial Example

Learning The Likelihood Test With One-Class Classifiers for Physical Layer Authentication

Authors: Francesco Ardizzon, Stefano Tomasin | Published: 2022-10-22 | Updated: 2024-08-04
Dataset Generation
Model Design
Communication Model

Empowering Graph Representation Learning with Test-Time Graph Transformation

Authors: Wei Jin, Tong Zhao, Jiayuan Ding, Yozen Liu, Jiliang Tang, Neil Shah | Published: 2022-10-07 | Updated: 2023-02-26
Framework
Model Design
Feature Selection Method

Network Intrusion Detection System in a Light Bulb

Authors: Liam Daly Manocchio, Siamak Layeghy, Marius Portmann | Published: 2022-10-06
IoT Security Risks
Model Design
Decision Tree

A Closer Look at Robustness to L-infinity and Spatial Perturbations and their Composition

Authors: Luke Rowe, Benjamin Thérien, Krzysztof Czarnecki, Hongyang Zhang | Published: 2022-10-05
DNN IP Protection Method
Model Design
Deep Learning Method

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