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We present SmartShards: a new sharding algorithm for improving Byzantine tolerance and churn resistance in blockchains. Our algorithm places a peer in multiple shards to create an overlap. This simplifies cross-shard communication and shard…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-17 Joseph Oglio , Mikhail Nesterenko , Gokarna Sharma

Determinism is indispensable for reproducibility in large language model (LLM) training, yet it often exacts a steep performance cost. In widely used attention implementations such as FlashAttention-3, the deterministic backward pass can…

Machine Learning · Computer Science 2026-01-30 Xinwei Qiang , Hongmin Chen , Shixuan Sun , Jingwen Leng , Xin Liu , Minyi Guo

Blockchain technology, while revolutionary in enabling decentralized transactions, faces scalability challenges as the ledger must be replicated across all nodes of the chain, limiting throughput and efficiency. Sharding, which divides the…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-09 Björn Assmann , Samuel J. Burri

Effective overload control for large-scale online service system is crucial for protecting the system backend from overload. Conventionally, the design of overload control is ad-hoc for individual service. However, service-specific overload…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-12-27 Hao Zhou , Ming Chen , Qian Lin , Yong Wang , Xiaobin She , Sifan Liu , Rui Gu , Beng Chin Ooi , Junfeng Yang

Directed Acylic Graphs (DAGs) are emerging as an attractive alternative to traditional blockchain architectures for distributed ledger technology (DLT). In particular DAG ledgers with stochastic attachment mechanisms potentially offer many…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-13 Pietro Ferraro , Christopher King , Robert Shorten

An urgent demand of deploying BFT consensus over the Internet is raised for implementing blockchain services. The deterministic (partial) synchronous protocols can be simple and fast in good network conditions, but are subject to…

Cryptography and Security · Computer Science 2022-09-02 Yuan Lu , Zhenliang Lu , Qiang Tang

Sharding has emerged as a critical solution to address the scalability challenges faced by blockchain networks, enabling them to achieve higher transaction throughput, reduced latency, and optimized resource usage. This paper investigates…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-25 Ziwei Wang , Cong Wu , Paolo Tasca

Existing committee-based Byzantine state machine replication (SMR) protocols, typically deployed in production blockchains, face a clear trade-off: (1) they either achieve linear communication cost in the happy path, but sacrifice liveness…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-11 Rati Gelashvili , Lefteris Kokoris-Kogias , Alberto Sonnino , Alexander Spiegelman , Zhuolun Xiang

Layer 2 systems have received increasing attention due to their potential to scale the throughput of L1 blockchains. To avoid the cost of putting data on chain, these systems increasingly turn to off-chain data availability solutions such…

Cryptography and Security · Computer Science 2023-06-21 Ertem Nusret Tas , Dan Boneh

Blockchain technology offers decentralization and security but struggles with scalability, particularly in enterprise settings where efficiency and controlled access are paramount. Sharding is a promising solution for private blockchains,…

Cryptography and Security · Computer Science 2026-01-09 M. Z. Haider , M. Dias de Assuncao , Kaiwen Zhang

Financial institutions are currently looking into technologies for permissioned blockchains. A major effort in this direction is Hyperledger, an open source project hosted by the Linux Foundation and backed by a consortium of over a hundred…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-06-11 Kfir Lev-Ari , Alexander Spiegelman , Idit Keidar , Dahlia Malkhi

This paper presents Balloon, a scalable blockchain consensus protocol which could dynamically adapt its performance to the overall computation power change. Balloon is based on a parallel chain architecture combined with a greedy heaviest…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-04-11 Yan Huang , Yu Zhou , Tao Zhu , Yuzhuang Xu , Hehe Wang , Weihuai Liu , Jingxiu Hu , Pushan Xiao

We present Crossword, a flexible consensus protocol for dynamic data-heavy workloads, a rising challenge in the cloud where replication payload sizes span a wide spectrum and introduce sporadic bandwidth stress. Crossword applies…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-10 Guanzhou Hu , Yiwei Chen , Andrea Arpaci-Dusseau , Remzi Arpaci-Dusseau

To achieve high throughput in the POW based blockchain systems, researchers proposed a series of methods, and DAG is one of the most active and promising fields. We designed and implemented the StreamNet, aiming to engineer a scalable and…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-09 Zhaoming Yin , Anbang Ruan , Ming Wei , Huafeng Li , Kai Yuan , Junqing Wang , Yahui Wang , Ming Ni , Andrew Martin

Sharding is used to address the performance and scalability issues of the blockchain protocols, which divides the overall transaction processing costs among multiple clusters of nodes. Shards require less storage capacity and communication…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-31 Ramesh Adhikari , Costas Busch

Blockchain is an incrementally updated ledger maintained by distributed nodes rather than centralized organizations. The current blockchain technology faces scalability issues, which include two aspects: low transaction throughput and high…

Cryptography and Security · Computer Science 2020-11-02 Xiangyu Wang , Ting Yang , Yu Wang

We present ezBFT, a novel leaderless, distributed consensus protocol capable of tolerating byzantine faults. ezBFT's main goal is to minimize the client-side latency in WAN deployments. It achieves this by (i) having no designated primary…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-04-15 Balaji Arun , Sebastiano Peluso , Binoy Ravindran

Distributed ledger technology such as blockchain is considered essential for supporting large numbers of micro-transactions in the Machine Economy, which is envisioned to involve billions of connected heterogeneous and decentralized…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-27 Christoffer Fink , Olov Schelén , Ulf Bodin

Multiprocessor scheduling of hard real-time tasks modeled by directed acyclic graphs (DAGs) exploits the inherent parallelism presented by the model. For DAG tasks, a node represents a request to execute an object on one of the available…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-02 Corey Tessler , Venkata P. Modekurthy , Nathan Fisher , Abusayeed Saifullah

This paper presents IBFT, a simple and elegant Byzantine fault-tolerant consensus algorithm that is used to implement state machine replication in the \emph{Quorum} blockchain. IBFT assumes a partially synchronous communication model, where…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-20 Henrique Moniz
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