- Blockchain|Enabled Federated Learning for Enhanced ...🔍
- Federated Learning with Blockchain|Enhanced Machine Unlearning🔍
- Blockchain|Based Federated Learning With Enhanced Privacy and ...🔍
- A scalable blockchain|enabled federated learning architecture for ...🔍
- Blockchain|Based Federated Learning for Securing Internet of Things🔍
- Blockchain|Enhanced LLM Training and Unlearning🔍
- A survey on blockchain|enabled federated learning and its ...🔍
- Blockchain|Enabled Federated Learning for Privacy|Preserving Non ...🔍
Blockchain|Enabled Federated Learning for Enhanced ...
Blockchain-Enabled Federated Learning for Enhanced ...
We introduce a novel Edge-based Framework that uses Federated Learning (FL) and blockchain to secure ITS against new emerging threats.
Blockchain-Enabled Federated Learning for Enhanced ...
A novel Edge-based Framework that uses Federated Learning (FL) and blockchain to secure Intelligent Transportation Systems against new emerging threats and ...
Federated Learning with Blockchain-Enhanced Machine Unlearning
It facilitates verifiable certification, harmonizes security with privacy, and sustains system efficiency. We introduce a framework that melds ...
BFL-SA: Blockchain-based federated learning via enhanced secure ...
In this paper, we present BFL-SA, a blockchain-based federated learning scheme via enhanced secure aggregation, which addresses key challenges.
Blockchain-Based Federated Learning With Enhanced Privacy and ...
This article proposes a federated learning approach that incorporates blockchain, homomorphic encryption, and reputation.
A scalable blockchain-enabled federated learning architecture for ...
With an increasing number of nodes participating in the model training, the consensus latency remained below 3 s, resulting in a low total training time.
Blockchain-Based Federated Learning for Securing Internet of Things
The number and variety of IoT devices are sharply increasing, and as they do, they generate significant data sources. Deep learning (DL) algorithms are ...
Blockchain-Enhanced LLM Training and Unlearning - arXiv
We propose a novel blockchain-based federated learning framework for LLMs that enhances transparency, accountability, and unlearning capabilities.
A survey on blockchain-enabled federated learning and its ...
Third, all data records are tamper-proof on the blockchain, preventing malicious servers from corrupting model training and enhancing the trustworthiness of the ...
Blockchain-Enabled Federated Learning for Privacy-Preserving Non ...
Hu, and X. Wang, “An intelligent and privacy-enhanced data sharing strategy for blockchain-empowered internet of things,” Digit. Commun. Netw., ...
Collaborative Intelligence: Blockchain-Enhanced Federated Learning
Federated Learning (FL) and blockchain technology have emerged as transformative solutions to current challenges. FL offers a decentralized ...
Blockchain-Enabled Federated Learning with Differential Privacy for ...
... blockchain integration to enhance its security posture. This paper introduces a novel blockchain-enabled federated learning (BCFL) scheme with differential ...
Blockchain-enabled Federated Learning: A Survey
These devices are integrated with advanced modern sensors and an increasing number of communication and computing facilities. These enormous devices connected ...
BIT-FL: Blockchain-Enabled Incentivized and Secure Federated ...
... federated learning (FL) has garnered increasing attention. However, blockchain-enabled FL (BFL) still faces several challenges. The primary and most ...
Federated Learning with Blockchain-Enhanced Machine Unlearning
This paper introduces a framework that melds blockchain with federated learning, thereby ensuring an immutable record of unlearning requests and actions ...
Architectural Design of a Blockchain-Enabled, Federated Learning ...
Methods: We improved existing federated learning platforms by integrating blockchain through an iterative design approach. We used the ...
Hierarchical Service Composition via Blockchain-enabled ...
... using Blockchain-enabled Federated Learning (BFL). The ... blockchain into federated learning frameworks for enhanced model performance.
Blockchain‐based federated learning approaches in internet of ...
The IoT applications facilitate providing prompt emergency responses, and improved quality of vehicles, and road services, with cost-effective ...
Blockchain-Enabled: Multi-Layered Security Federated Learning ...
We have presented a blockchain enabled security model using FL that can generate an enhanced DL model without sharing data and improve privacy.
(PDF) Blockchain and Federated Learning-based Intrusion ...
Federated learning distributes learning to individual IIoT devices without compromising data privacy, while Blockchain enhances privacy and security. Many ...