On the convergence of artificial intelligence and distributed ledger technology: A sco** review and future research agenda

KD Pandl, S Thiebes, M Schmidt-Kraepelin… - IEEE …, 2020 - ieeexplore.ieee.org
Developments in artificial intelligence (AI) and distributed ledger technology (DLT) currently
lead to lively debates in academia and practice. AI processes data to perform tasks that were …

Privacy-preserving Byzantine-robust federated learning via blockchain systems

Y Miao, Z Liu, H Li, KKR Choo… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Federated learning enables clients to train a machine learning model jointly without sharing
their local data. However, due to the centrality of federated learning framework and the …

hOCBS: A privacy-preserving blockchain framework for healthcare data leveraging an on-chain and off-chain system design

K Miyachi, TK Mackey - Information processing & management, 2021 - Elsevier
In the context of blockchain technology,“off-chain” refers to computation or data that is
structurally external to the blockchain network. Off-Chain Blockchain Systems (OCBS) …

Public blockchains for resource-constrained IoT devices—A state-of-the-art survey

JH Khor, M Sidorov, PY Woon - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
Although blockchain offers a lot of benefits for the Internet-of-Things (IoT) network in terms of
security, there are a number of barriers to its widespread adoption. Since many IoT networks …

BlockchainDB: A shared database on blockchains

M El-Hindi, C Binnig, A Arasu, D Kossmann… - Proceedings of the …, 2019 - dl.acm.org
In this paper we present BlockchainDB, which leverages blockchains as a storage layer and
introduces a database layer on top that extends blockchains by classical data management …

Analysis of data management in blockchain-based systems: From architecture to governance

HY Paik, X Xu, HMND Bandara, SU Lee, SK Lo - Ieee Access, 2019 - ieeexplore.ieee.org
In a blockchain-based system, data and the consensus-based process of recording and
updating them over distributed nodes are central to enabling the trustless multi-party …

Law versus technology: Blockchain, GDPR, and tough tradeoffs

U Tatar, Y Gokce, B Nussbaum - Computer Law & Security Review, 2020 - Elsevier
Inconsistency between the way in which the law is structured, and the way in which
technologies actually operate is always an interesting and useful topic to explore. When a …

Challenges and common solutions in smart contract development

N Kannengiesser, S Lins, C Sander… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Smart contracts are a promising means of formalizing and reliably enforcing agreements
between entities using distributed ledger technology (DLT). Research has revealed that a …

From oracles to trustworthy data on-chaining systems

J Heiss, J Eberhardt, S Tai - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
Many blockchain transactions require blockchain-external data sources to provide data.
Oracle systems have been proposed as a link between blockchains and blockchain-external …

Advancing blockchain-based federated learning through verifiable off-chain computations

J Heiss, E Grünewald, S Tai, N Haimerl… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
Federated learning may be subject to both global aggregation attacks and distributed
poisoning attacks. Blockchain technology along with incentive and penalty mechanisms …