It Takes Two: A Peer-Prediction Solution for Blockchain Verifier's Dilemma
- URL: http://arxiv.org/abs/2406.01794v3
- Date: Sat, 01 Feb 2025 18:06:37 GMT
- Title: It Takes Two: A Peer-Prediction Solution for Blockchain Verifier's Dilemma
- Authors: Zishuo Zhao, Xi Chen, Yuan Zhou,
- Abstract summary: We develop a Byzantine-robust peer prediction framework towards the design of one-phase Bayesian truthful mechanisms for the decentralized verification games.
Our study provides a framework of incentive design for decentralized verification protocols that enhances the security and robustness of the blockchain.
- Score: 12.663727952216476
- License:
- Abstract: The security of blockchain systems is fundamentally based on the decentralized consensus in which the majority of parties behave honestly, and the content verification process is essential to maintaining the robustness of blockchain systems. However, the phenomenon that a secure blockchain system with few or no cheaters could not provide sufficient incentive for (rational) verifiers to honestly perform the costly verification, referred to as the Verifier's Dilemma, could incentivize lazy reporting and undermine the fundamental security of blockchain systems. While existing works have attempted to insert deliberate errors to disincentivize lazy verification, the decentralized environment renders it impossible to judge the correctness of verification or detect malicious verifiers directly without additional layers of procedures, e.g., reputation systems or additional committee voting. In this paper, we initiate the research with the development of a Byzantine-robust peer prediction framework towards the design of one-phase Bayesian truthful mechanisms for the decentralized verification games among multiple verifiers, incentivizing all verifiers to perform honest verification without access to the ground truth even in the presence of noisy observations in the verification process. Furthermore, we optimize our mechanism to realize provable robustness against collusions and other malicious behavior from the verifiers, and also show its resilience to inaccurate priors and beliefs. With the theoretically guaranteed robust incentive properties of our mechanism, our study provides a framework of incentive design for decentralized verification protocols that enhances the security and robustness of the blockchain and potentially other decentralized systems.
Related papers
- PoVF: Empowering Decentralized Blockchain Systems with Verifiable Function Consensus [3.025170969569728]
This paper proposes a fair consensus mechanism called Proof of Verifiable Functions (PoVF)
PoVF provides a sufficiently fair mechanism, ensuring that all nodes in blockchain network have equal opportunity to participate in consensus.
According to our security analysis, PoVF is provably secure and has the ability to resist potential adversaries.
arXiv Detail & Related papers (2025-01-02T08:59:24Z) - A Game-Theoretic Approach to the Study of Blockchain's Robustness [0.0]
This thesis investigates the robustness of blockchain protocols, specifically focusing on Proof-of-Stake.
We define robustness in terms of two critical properties: Safety, which ensures that the blockchain will not have permanent conflicting blocks, and Liveness, which guarantees the continuous addition of new reliable blocks.
Our research addresses the gap between traditional distributed systems approaches, which classify agents as either honest or Byzantine (i.e. malicious or faulty), and game-theoretic models that consider rational agents driven by incentives.
arXiv Detail & Related papers (2024-11-28T14:29:14Z) - The Latency Price of Threshold Cryptosystem in Blockchains [52.359230560289745]
We study the interplay between threshold cryptography and a class of blockchains that use Byzantine-fault tolerant (BFT) consensus protocols.
Existing approaches for threshold cryptosystems introduce a latency overhead of at least one message delay for running the threshold cryptographic protocol.
We propose a mechanism to eliminate this overhead for blockchain-native threshold cryptosystems with tight thresholds.
arXiv Detail & Related papers (2024-07-16T20:53:04Z) - A Novel Endorsement Protocol to Secure BFT-Based Consensus in Permissionless Blockchain [1.3723120574076126]
BFT-based consensus mechanisms are widely adopted in the permissioned blockchain to meet the high scalability requirements of the network.
Sybil attacks are one of the most potential threats when applying BFT-based consensus mechanisms in permissionless blockchain.
This paper presents a novel endorsement-based bootstrapping protocol with a signature algorithm that offers a streamlined, scalable identity endorsement and verification process.
arXiv Detail & Related papers (2024-05-04T03:00:33Z) - Enhancing Trust and Privacy in Distributed Networks: A Comprehensive Survey on Blockchain-based Federated Learning [51.13534069758711]
Decentralized approaches like blockchain offer a compelling solution by implementing a consensus mechanism among multiple entities.
Federated Learning (FL) enables participants to collaboratively train models while safeguarding data privacy.
This paper investigates the synergy between blockchain's security features and FL's privacy-preserving model training capabilities.
arXiv Detail & Related papers (2024-03-28T07:08:26Z) - Graph Attention Network-based Block Propagation with Optimal AoI and Reputation in Web 3.0 [59.94605620983965]
We design a Graph Attention Network (GAT)-based reliable block propagation optimization framework for blockchain-enabled Web 3.0.
To achieve the reliability of block propagation, we introduce a reputation mechanism based on the subjective logic model.
Considering that the GAT possesses the excellent ability to process graph-structured data, we utilize the GAT with reinforcement learning to obtain the optimal block propagation trajectory.
arXiv Detail & Related papers (2024-03-20T01:58:38Z) - Generative AI-enabled Blockchain Networks: Fundamentals, Applications,
and Case Study [73.87110604150315]
Generative Artificial Intelligence (GAI) has emerged as a promising solution to address challenges of blockchain technology.
In this paper, we first introduce GAI techniques, outline their applications, and discuss existing solutions for integrating GAI into blockchains.
arXiv Detail & Related papers (2024-01-28T10:46:17Z) - A Survey and Comparative Analysis of Security Properties of CAN Authentication Protocols [92.81385447582882]
The Controller Area Network (CAN) bus leaves in-vehicle communications inherently non-secure.
This paper reviews and compares the 15 most prominent authentication protocols for the CAN bus.
We evaluate protocols based on essential operational criteria that contribute to ease of implementation.
arXiv Detail & Related papers (2024-01-19T14:52:04Z) - Blockchain Driven Privacy Preserving Contact Tracing Framework in
Pandemics [8.118795972635452]
Contact tracing is an effective approach to control the virus spread in pandemics like COVID-19 pandemic.
As an emerging powerful decentralized technique, blockchain has been explored to ensure data privacy and security in contact tracing processes.
In this paper, we propose a light-weight and fully third-party free-weight and fully decentralized RSA-Driven Contact Tracing framework (BDCT) to bridge the gap.
arXiv Detail & Related papers (2022-02-18T19:54:16Z) - Toward Blockchain-Enabled Supply Chain Anti-Counterfeiting and
Traceability [0.0]
Development of autonomous and decentralized solution for supply chain anti-counterfeiting and traceability.
Vulnerabilities of centralized product anti-counterfeiting solutions could possibly lead to system failure.
Key areas of decentralization and feasible mechanisms of developing decentralized and distributed product anti-counterfeiting and traceability ecosystems.
arXiv Detail & Related papers (2021-01-31T14:18:37Z) - Regulation conform DLT-operable payment adapter based on trustless -
justified trust combined generalized state channels [77.34726150561087]
Economy of Things (EoT) will be based on software agents running on peer-to-peer trustless networks.
We give an overview of current solutions that differ in their fundamental values and technological possibilities.
We propose to combine the strengths of the crypto based, decentralized trustless elements with established and well regulated means of payment.
arXiv Detail & Related papers (2020-07-03T10:45:55Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.