Scalability Analysis

Securing Federated Learning with Control-Flow Attestation: A Novel Framework for Enhanced Integrity and Resilience against Adversarial Attacks

Authors: Zahir Alsulaimawi | Published: 2024-03-15
Scalability Analysis
Security Analysis
Federated Learning

BIONIB: Blockchain-based IoT using Novelty Index in Bridge Health Monitoring

Authors: Divija Swetha Gadiraju, Ryan McMaster, Saeed Eftekhar Azam, Deepak Khazanchi | Published: 2024-02-22
Scalability Analysis
Blockchain Technology
Bridge Monitoring

Rethinking Randomized Smoothing from the Perspective of Scalability

Authors: Anupriya Kumari, Devansh Bhardwaj, Sukrit Jindal | Published: 2023-12-19 | Updated: 2024-10-24
Scalability Analysis
Robustness Evaluation
Computational Efficiency

SoK: Assessing the State of Applied Federated Machine Learning

Authors: Tobias Müller, Maximilian Stäbler, Hugo Gascón, Frank Köster, Florian Matthes | Published: 2023-08-03
Scalability Analysis
Data Protection Method
Federated Learning

Compressed Private Aggregation for Scalable and Robust Federated Learning over Massive Networks

Authors: Natalie Lang, Nir Shlezinger, Rafael G. L. D'Oliveira, Salim El Rouayheb | Published: 2023-08-01 | Updated: 2025-05-08
Scalability Analysis
Privacy Protection Method
Federated Learning

Differentially Private Clustering in Data Streams

Authors: Alessandro Epasto, Tamalika Mukherjee, Peilin Zhong | Published: 2023-07-14 | Updated: 2024-01-08
Algorithm Design
Scalability Analysis
Data Obfuscation

A Survey on Enterprise Network Security: Asset Behavioral Monitoring and Distributed Attack Detection

Authors: Minzhao Lyu, Hassan Habibi Gharakheili, Vijay Sivaraman | Published: 2023-06-29
Scalability Analysis
Network Threat Detection
Vulnerability Management

Differentially Private Selection from Secure Distributed Computing

Authors: Ivan Damgård, Hannah Keller, Boel Nelson, Claudio Orlandi, Rasmus Pagh | Published: 2023-06-07 | Updated: 2023-06-08
MPC Algorithm
Scalability Analysis
Privacy Enhancing Technology

ScaleSFL: A Sharding Solution for Blockchain-Based Federated Learning

Authors: Evan Madill, Ben Nguyen, Carson K. Leung, Sara Rouhani | Published: 2022-04-04
Scalability Analysis
Smart Contract
Distributed Learning