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To enable high-performance and scalable blockchains, we need to step away from traditional consensus-based fully-replicated designs. One direction is to explore the usage of sharding in which we partition the managed dataset over many…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-08-12 Jelle Hellings , Daniel P. Hughes , Joshua Primero , Mohammad Sadoghi

Blockchains have shown great promise as peer-to-peer digital currency systems over the past 10 years. However, with increased popularity, the demand for processing transactions has also grown leading to increased costs, confirmation times,…

Cryptography and Security · Computer Science 2018-11-02 Karl J. Kreder

Performance and scalability are major concerns for blockchains: permissionless systems are typically limited by slow proof of X consensus algorithms and sequential post-order transaction execution on every node of the network. By…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-11 Christian Gorenflo , Lukasz Golab , Srinivasan Keshav

State-machine replication, a fundamental approach to fault tolerance, requires replicas to execute commands deterministically, which usually results in sequential execution of commands. Sequential execution limits performance and underuses…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-04-29 Parisa Jalili Marandi , Fernando Pedone

Smart contracts have enabled blockchain systems to evolve from simple cryptocurrency platforms, such as Bitcoin, to general transactional systems, such as Ethereum. Catering for emerging business requirements, a new architecture called…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-24 Pingcheng Ruan , Dumitrel Loghin , Quang-Trung Ta , Meihui Zhang , Gang Chen , Beng Chin Ooi

Increasing the transactional throughput of decentralized blockchains in a secure manner has been the holy grail of blockchain research for most of the past decade. This paper introduces a scheme for scaling blockchains while retaining…

Cryptography and Security · Computer Science 2020-07-27 John Adler , Mikerah Quintyne-Collins

The recent surge of blockchain systems has renewed the interest in traditional Byzantine fault-tolerant consensus protocols. Many such consensus protocols have a primary-backup design in which an assigned replica, the primary, is…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-08-07 Suyash Gupta , Jelle Hellings , Mohammad Sadoghi

Parallel execution of smart contract transactions in large multicore architectures is critical for higher efficiency and improved throughput. The main bottleneck for maximizing the throughput of a node through parallel execution is…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-15 Parwat Singh Anjana , Matin Amini , Rohit Kapoor , Rahul Parmar , Raghavendra Ramesh , Srivatsan Ravi , Joshua Tobkin

In recent years, manifold blockchain protocols have been proposed by researchers and industrial companies alike. This has led to a very heterogeneous blockchain landscape. Accordingly, it would be desirable if blockchains could interact…

Cryptography and Security · Computer Science 2021-06-29 Markus Nissl , Emanuel Sallinger , Stefan Schulte , Michael Borkowski

Ethereum clients execute transactions in a sequential order prescribed by the consensus protocol. This is a safe and conservative approach to blockchain transaction processing which forgoes running transactions in parallel even when doing…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-31 Nadi Sarrar

Recent advances have improved the throughput and latency of blockchains by processing transactions accessing different parts of the state concurrently. However, these systems are unable to concurrently process (a) transactions accessing the…

Cryptography and Security · Computer Science 2025-01-14 Srivatsan Sridhar , Alberto Sonnino , Lefteris Kokoris-Kogias

Bandwidth limitation is the major bottleneck that hinders scaling throughput of proof-of-work blockchains. To guarantee security, the mining rate of the blockchain is determined by the miners with the lowest bandwidth, resulting in an…

Cryptography and Security · Computer Science 2024-07-24 Chunjiang Che , Songze Li , Xuechao Wang

Decentralized blockchain platforms have enabled the secure exchange of crypto-assets without the intermediation of trusted authorities. To this purpose, these platforms rely on a peer-to-peer network of byzantine nodes, which…

Cryptography and Security · Computer Science 2023-06-22 Massimo Bartoletti , Letterio Galletta , Maurizio Murgia

Existing blockchain systems scale poorly because of their distributed consensus protocols. Current attempts at improving blockchain scalability are limited to cryptocurrency. Scaling blockchain systems under general workloads (i.e.,…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-03-13 Hung Dang , Tien Tuan Anh Dinh , Dumitrel Loghin , Ee-Chien Chang , Qian Lin , Beng Chin Ooi

Following the design of more efficient blockchain consensus algorithms, the execution layer has emerged as the new performance bottleneck of blockchains, especially under high contention. Current parallel execution frameworks either rely on…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-20 François Ezard , Can Umut Ileri , Jérémie Decouchant

Despite the success in various scenarios, blockchain systems, especially EVM-compatible ones that serially execute transactions, still face the significant challenge of limited throughput. Concurrent transaction execution is a promising…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-18 Haoran Lin , Yajin Zhou , Lei Wu

Modern cryptocurrency systems, such as Ethereum, permit complex financial transactions through scripts called smart contracts. These smart contracts are executed many, many times, always without real concurrency. First, all smart contracts…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-02-16 Thomas Dickerson , Paul Gazzillo , Maurice Herlihy , Eric Koskinen

Merkle trees have become a widely successful cryptographic data structure. Enabling a vast variety of applications from checking for inconsistencies in databases like Dynamo to essential tools like Git to large scale distributed systems…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-30 Anoushk Kharangate

This paper presents \pandora, a novel parallel algorithm for efficiently constructing dendrograms for single-linkage hierarchical clustering, including \hdbscan. Traditional dendrogram construction methods from a minimum spanning tree…

Machine Learning · Computer Science 2025-04-29 Piyush Sao , Andrey Prokopenko , Damien Lebrun-Grandié

Public blockchains like Ethereum use Merkle trees to verify transactions received from untrusted servers before applying them to the blockchain. We empirically show that the low throughput of such blockchains is due to the I/O bottleneck…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-19 Soujanya Ponnapalli , Aashaka Shah , Amy Tai , Souvik Banerjee , Vijay Chidambaram , Dahlia Malkhi , Michael Wei