Proof of Useful Intelligence (PoUI): Blockchain Consensus Beyond Energy Waste
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Abstract (arXiv)
Blockchain technology enables secure, transparent data management in decentralized systems, supporting applications from cryptocurrencies like Bitcoin to tokenizing real-world assets like property. Its scalability and sustainability hinge on consensus mechanisms balancing security and efficiency. Proof of Work (PoW), used by Bitcoin, ensures security through energy-intensive computations but demands significant resources. Proof of Stake (PoS), as in Ethereum post-Merge, selects validators based on staked cryptocurrency, offering energy efficiency but risking centralization from wealth concentration. With AI models straining computational resources, we propose Proof of Useful Intelligence (PoUI), a hybrid consensus mechanism. In PoUI, workers perform AI tasks like language processing or image analysis to earn coins, which are staked to secure the network, blending security with practical utility. Decentralized nodes--job posters, market coordinators, workers, and validators --collaborate via smart contracts to manage tasks and rewards.
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 7 of its 22 references that are in the map. First posted on arXiv 24 Apr 2025.
Builds on
7 of 22 references.
References · 7
- 2024Executable Code Actions Elicit Better LLM Agentscited by 564
- 2023From Words to Watts: Benchmarking the Energy Costs of Large Language Model Inferencecited by 170
- 2019Coin.AI: A Proof-of-Useful-Work Scheme for Blockchain-based Distributed Deep Learningcited by 10
- 2025LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networkscited by 7
- 2020A Proof of Useful Work for Artificial Intelligence on the Blockchaincited by 4
- 2019Proofware: Proof of Useful Work Blockchain Consensus Protocol for Decentralized Applicationscited by 2
- 2019Incentives in Ethereum's Hybrid Casper Protocolcited by 1
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Citing papers per year: 2025: 1.
1 paper.
- 2025Fortytwo: Swarm Inference with Peer-Ranked Consensuscited by 0
- 2025Fortytwo: Swarm Inference with Peer-Ranked Consensus27 Oct 2025