Blockchain-empowered federated learning: Benefits, challenges, and solutions

Z Cai, J Chen, Y Fan, Z Zheng… - IEEE Transactions on Big …, 2025 - ieeexplore.ieee.org
Federated learning (FL) is a distributed machine learning approach that protects user data
privacy by training models locally on clients and aggregating them on a parameter server …

SS-DID: A secure and scalable Web3 decentralized identity utilizing multi-layer sharding blockchain

Y Liu, B Zhao, Z Zhao, J Liu, X Lin… - IEEE Internet of …, 2024 - ieeexplore.ieee.org
Web3 is a revolutionary Internet paradigm that focusing decentralization, user
empowerment, and intelligence. One of its key technologies is decentralized identity (DID) …

CHERUBIM: A secure and highly parallel cross-shard consensus using quadruple pipelined two-phase commit for sharding blockchains

A Liu, Y Liu, Q Wu, B Zhao, D Li, Y Lu… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Due to the promising scalability property, sharding technology has gained widespread
attention. It improves the transaction throughput of blockchain systems but also introduces …

[HTML][HTML] METAseen: Analyzing network traffic and privacy policies in Web 3.0 based Metaverse

B Yu, Y Liu, S Ren, Z Zhou, J Liu - Digital Communications and Networks, 2023 - Elsevier
Metaverse is a new emerging concept building up a virtual environment for the user using
Virtual Reality (VR) and blockchain technology but introduces privacy risks. Now, a series of …

Shardag: Scaling dag-based blockchains via adaptive sharding

F Cheng, J **ao, C Liu, S Zhang, Y Zhou… - 2024 IEEE 40th …, 2024 - ieeexplore.ieee.org
Directed Acyclic Graph (DAG)-based blockchain (aka distributed ledger) has become
prevalent for supporting highly concurrent applications. Its inherent parallel data structure …

Recent Advances in Sharding Techniques for Scalable Blockchain Networks: A Review

BLY Quan, NHA Wahab, A Al-Dhaqm… - IEEE …, 2024 - ieeexplore.ieee.org
Blockchain is a technology that has gained popularity in recent years due to its immutability
and decentralized features. Various industries have started integrating this technology into …

JCDC: A blockchain-based framework for secure data storage and circulation in JointCloud

K Zhang, X Wang, L Qiu, J Guo, B Yi - Future Generation Computer …, 2025 - Elsevier
JointCloud computing represents a new generation cloud computing paradigm, which
deeply integrates the cloud resources of multiple Cloud Service Providers (CSPs) to offer …

Accountable Secret Committee Election and Anonymous Sharding Blockchain Consensus

M Zhai, Y Liu, Q Wu, B Qin, H Zheng… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Consensus protocols play a crucial role in determining the security and performance of
blockchain systems, with committee-based consensus protocols being particularly important …

Throughput-Scalable Shard Reorganization Tailored to Node Relations in Sharding Blockchain Networks

L Tao, Y Lu, Y Fan, L Shi, CW Tan… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Sharding is a promising strategy to enhance blockchain scalability. However, the surge in
transactions has led to heightened relations between nodes in the system, reflecting the …

GPartition-store: A multi-group collaborative parallel data storage mechanism for permissioned blockchain sharding

L Qiu, B Yi, X Wang, F Gao, K Zhang, Y Qu… - Future Generation …, 2025 - Elsevier
The problem of insufficient storage space caused by the full-replication mechanism, which is
commonly employed in existing blockchains, poses an obstacle to system scalability …