Trade-off of Security, Latency, and Throughput of the Nakamoto Consensus
- URL: http://arxiv.org/abs/2312.05506v4
- Date: Sun, 4 Aug 2024 20:06:21 GMT
- Title: Trade-off of Security, Latency, and Throughput of the Nakamoto Consensus
- Authors: Shu-Jie Cao, Dongning Guo,
- Abstract summary: This paper delves into the fundamental trade-off between security, latency, and throughput in proof-of-work (PoW) longest-chain-latency-choice protocols, also known as the PoW Nakamoto consensus.
New upper and lower bounds on the probability of violating transaction safety are derived as a function of honest and adversarial mining rates, an upper bound on block propagation delays, and transaction confirmation latency, both in time and in block depth.
The paper reveals a fundamental trade-off between transaction throughput and confirmation latency, ultimately determined by the desired fault tolerance and the growth of block propagation delay as block size increases.
- Score: 4.738177482027387
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: This paper delves into the fundamental trade-off between security, latency, and throughput in proof-of-work (PoW) longest-chain-fork-choice protocols, also known as the PoW Nakamoto consensus. New upper and lower bounds on the probability of violating transaction safety are derived as a function of honest and adversarial mining rates, an upper bound on block propagation delays, and transaction confirmation latency, both in time and in block depth. The results include a first non-trivial closed-form finite-latency bound applicable to all delays and mining rates up to the ultimate fault tolerance. Notably, the gap between the upper and lower bounds is narrower than the best gaps previously established for a wide range of parameters relevant to Bitcoin and its derivatives such as Litecoin and Dogecoin, as well as for Ethereum Classic. Furthermore, the paper reveals a fundamental trade-off between transaction throughput and confirmation latency, ultimately determined by the desired fault tolerance and the growth of block propagation delay as block size increases.
Related papers
- 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) - Maximizing Blockchain Performance: Mitigating Conflicting Transactions through Parallelism and Dependency Management [0.18641315013048293]
"Conflicting transactions" contribute to high network latency and transaction failures.
We present a novel scheme that integrates transaction parallelism and an intelligent dependency manager.
Results show that our scheme outperforms both existing parallel and non-parallel Hyperledger Fabric blockchain networks.
arXiv Detail & Related papers (2024-07-01T16:17:33Z) - PoW Security-Latency under Random Delays and the Effect of Transaction Fees [33.689236895881216]
Recent studies have shown that PoW protocol is secure under random delay models as well.
We analyze the security-latency problem, i.e., how secure a block is, after it becomes k-deep in the blockchain.
arXiv Detail & Related papers (2024-05-07T17:57:31Z) - Larger-scale Nakamoto-style Blockchains Don't Necessarily Offer Better Security [1.2644625435032817]
Research on Nakamoto-style consensus protocols has shown that network delays degrade the security of these protocols.
This contradicts the very foundation of blockchains, namely that decentralization improves security.
We take a closer look at how the network scale affects security of Nakamoto-style blockchains.
arXiv Detail & Related papers (2024-04-15T16:09:41Z) - 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) - Transaction Capacity, Security and Latency in Blockchains [35.16231062731263]
We analyze how secure a block is after the block becomes k-deep, i.e., security-latency, for Nakamoto consensus.
We compare our results for Nakamoto consensus under bounded network delay models and obtain analogous bounds for safety violation threshold.
arXiv Detail & Related papers (2024-02-15T17:43:13Z) - 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) - Blockwise Key Distillation in Satellite-based Quantum Key Distribution [68.8891637551539]
We compare two key distillation techniques for satellite-based quantum key distribution.
One is the traditional em non-blockwise strategy that treats all the signals as a whole.
The other is a em blockwise strategy that divides the signals into individual blocks that have similar noise characteristics and processes them independently.
arXiv Detail & Related papers (2023-07-10T01:34:58Z) - Quantum Multi-Solution Bernoulli Search with Applications to Bitcoin's
Post-Quantum Security [67.06003361150228]
A proof of work (PoW) is an important cryptographic construct enabling a party to convince others that they invested some effort in solving a computational task.
In this work, we examine the hardness of finding such chain of PoWs against quantum strategies.
We prove that the chain of PoWs problem reduces to a problem we call multi-solution Bernoulli search, for which we establish its quantum query complexity.
arXiv Detail & Related papers (2020-12-30T18:03:56Z)
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.