A Review on Building Blocks of Decentralized Artificial Intelligence
arXiv:2402.02885 · doi:10.1016/j.icte.2025.04.001
Abstract
Artificial intelligence is transforming our lives, and technological progress and transfer from the academic and theoretical sphere to the real world are accelerating yearly. But during that progress and transition, several open problems and questions need to be addressed for the field to develop ethically, such as digital privacy, ownership, and control. These are some of the reasons why the currently most popular approaches of artificial intelligence, i.e., centralized AI (CEAI), are questionable, with other directions also being widely explored, such as decentralized artificial intelligence (DEAI), to solve some of the most reaching problems. This paper provides a systematic literature review (SLR) of existing work in the field of DEAI, presenting the findings of 71 identified studies. The paper's primary focus is identifying the building blocks of DEAI solutions and networks, tackling the DEAI analysis from a bottom-up approach. In the end, future directions of research and open problems are proposed.
arXiv commentThis paper has been published in ICT Express
References in corpus (11)
- Federated Learning: Challenges, Methods, and Future Directions
- Non-Fungible Token (NFT): Overview, Evaluation, Opportunities and Challenges
- ModelChain: Decentralized Privacy-Preserving Healthcare Predictive Modeling Framework on Private Blockchain Networks
- Blockchain based Decentralized Applications: Technology Review and Development Guidelines
- Trustless Machine Learning Contracts; Evaluating and Exchanging Machine Learning Models on the Ethereum Blockchain
- A Marketplace for Trading AI Models based on Blockchain and Incentives for IoT Data
- Multi-agent systems and decentralized artificial superintelligence
- OmniLytics: A Blockchain-based Secure Data Market for Decentralized Machine Learning
- Libraries, Integrations and Hubs for Decentralized AI using IPFS
- BitTensor: A Peer-to-Peer Intelligence Market
- Is Decentralized AI Safer?