Decentralized Funding of Public Goods in Blockchain System: Leveraging Expert Advice

被引:0
|
作者
Li, Jichen [1 ]
Cheng, Yukun [2 ]
Huang, Wenhan [3 ]
Zhang, Mengqian [4 ]
Fan, Jiarui [5 ]
Deng, Xiaotie [1 ]
Xie, Jan [6 ]
Zhang, Jie [7 ]
机构
[1] Peking Univ, Ctr Frontiers Comp Studies, Comp Sci Dept, Beijing 100871, Peoples R China
[2] Jiangnan Univ, Sch Business, Wuxi 214126, Peoples R China
[3] Shenzhen Hithium Energy Storage Technol Co Ltd, Shenzhen 516000, Peoples R China
[4] Yale Univ, New Haven, CT 06520 USA
[5] Tsinghua Univ, Beijing 100190, Peoples R China
[6] Cryptape, Beijing 402360, Peoples R China
[7] Univ Bath, Dept Comp Sci, Bath BA2 7AY, England
关键词
Protocols; Investment; Blockchains; Vectors; Prediction algorithms; Heuristic algorithms; Resource management; Public goods; predict with expert advice; human oracle; blockchain; reputation; MODEL;
D O I
10.1109/TCC.2024.3394973
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Public goods projects, such as open-source technology, are essential for the blockchain ecosystem's growth. However, funding these projects effectively remains a critical issue within the ecosystem. Currently, the funding protocols for blockchain public goods lack professionalism and fail to learn from past experiences. To address this challenge, our research introduces a human oracle protocol involving public goods projects, experts, and funders. In our approach, funders contribute investments to a funding pool, while experts offer investment advice based on their expertise in public goods projects. The oracle's decisions on funding support are influenced by the reputations of the experts. Experts earn or lose reputation based on how well their project implementations align with their advice, with successful investments leading to higher reputations. Our oracle is designed to adapt to changing circumstances, such as experts exiting or entering the decision-making process. We also introduce a regret bound to gauge the oracle's effectiveness. Theoretically, we establish an upper regret bound for both static and dynamic models and demonstrate its closeness to an asymptotically equal lower bound. Empirically, we implement our protocol on a test chain and show that our oracle's investment decisions closely mirror optimal investments in hindsight.
引用
收藏
页码:725 / 736
页数:12
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