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Astraea: A Decentralized Blockchain Oracle (1808.00528v1)

Published 1 Aug 2018 in cs.CR

Abstract: The public blockchain was originally conceived to process monetary transactions in a peer-to-peer network while preventing double-spending. It has since been extended to numerous other applications including execution of programs that exist on the blockchain called "smart contracts." Smart contracts have a major limitation, namely they only operate on data that is on the blockchain. Trusted entities called oracles attest to external data in order to bring it onto the blockchain but they do so without the robust security guarantees that blockchains generally provide. This has the potential to turn oracles into centralized points-of-failure. To address this concern, this paper introduces Astraea, a decentralized oracle based on a voting game that decides the truth or falsity of propositions. Players fall into two roles: voters and certifiers. Voters play a low-risk/low-reward role that is resistant to adversarial manipulation while certifiers play a high-risk/high-reward role so they are required to play with a high degree of accuracy. This paper also presents a formal analysis of the parameters behind the system to measure the probability of an adversary with bounded funds being able to successfully manipulate the oracle's decision, that shows that the same parameters can be set to make manipulation arbitrarily difficult---a desirable feature for the system. Further, this analysis demonstrates that under those conditions a Nash equilibrium exists where all rational players are forced to behave honestly.

Citations (172)

Summary

  • The paper presents Astraea, a decentralized oracle system that verifies external data for smart contracts using a voting-based game leveraging human intelligence.
  • Astraea employs submitters, voters, and certifiers who stake tokens in a game-theoretic framework designed to incentivize honest verification of data and resist adversarial manipulation.
  • This decentralized approach offers a solution to secure smart contract interaction with real-world data without centralized trust, applicable in areas like data annotation and adjudication.

Astraea: A Decentralized Blockchain Oracle

The paper presents Astraea, an innovative decentralized oracle system designed to address the limitations of smart contracts in blockchain technology. Specifically, smart contracts traditionally are constrained by their inability to interact with external data. Astraea introduces a mechanism that leverages human intelligence through a voting-based game for the determination of truth values concerning Boolean propositions. This paper offers a comprehensive analysis of Astraea with a focus on the parameters influencing the system’s resistance to manipulation, as well as the game-theoretical underpinnings that encourage honest behavior among participants.

System Design and Methodology

Astraea's implementation is centered around three principal roles: submitters, voters, and certifiers. Submitters are responsible for introducing propositions to the blockchain, while voters and certifiers engage in the validation of these propositions through a gaming-like mechanism. Voters participate by staking their tokens and voting on randomly assigned propositions, ensuring a low-risk, low-reward dynamic. Certifiers, on the other hand, select propositions and certify them as true or false by placing substantial stakes, thus engaging in high-risk, high-reward gameplay. Certification occurs based on a stake-weighted system that calculates the probability of a correct proposition decision.

A key strength of Astraea is its ability to reduce the probability of manipulation from adversaries, which is analyzed through the probability distributions over adversarial control of voting outcomes. Parameters such as the voting stake threshold and the size of the proposition list play critical roles in ensuring the robustness and reliability of the system.

Game-Theoretic Analysis

The paper explores the game-theoretical aspect of Astraea, demonstrating a Nash equilibrium under the presumption that honest actors possess superior accuracy compared to adversaries. This equilibrium forces rational players to act according to their truthful beliefs, optimizing the system’s integrity. The alignment of incentives ensures that players acting honestly are rewarded based on the correct outcomes of propositions causing dishonest strategies to be inherently unprofitable.

A notable highlight is the analysis of incentives concerning rewards and penalties linked to staking outcomes, which effectively dissuades voters and certifiers from pursuing lazy strategies, such as always voting or certifying propositions as true or false without consideration to their actual validity. This reward-based approach indirectly pressures participation into conforming to truthful engagement with the data.

Implications and Applications

The theoretical implications of Astraea extend to improving smart contract interaction with real-world data without necessitating trust in centralized entities. By harnessing decentralized networks, Astraea mitigates traditional concerns regarding blockchain oracles as potential failure points due to centralization. Practical applications of this technological development span data annotation processes, adjudication mechanisms in negotiations, and resolving data availability issues in decentralized applications reliant on off-chain resources.

Speculations on Future Developments

This paper paves the way for future research into decentralized oracle systems and their integration with increasingly complex blockchain architectures. As blockchain technology continues its expansion into industries requiring high-level data interaction and contractual automation, Astraea's framework exemplifies a significant step in decentralizing secure data processing and verification. The reduction in adversarial manipulation through systemic parameter choices suggests potential scalability and adaptability across diverse blockchain environments.

In conclusion, Astraea represents a progressive move towards augmenting the functionality and reliability of blockchain systems with an emphasis on decentralization and secure data interaction. Given the rigorous mathematical and game-theoretical foundation presented, Astraea positions itself as a viable solution to the longstanding challenge of incorporating external data into blockchain consensus mechanisms, establishing a basis for further exploration and potential application in decentralized systems.