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FaB Paxos[5] sets a lower bound of 5f + 1 replicas for any two-step consensus protocols tolerating f byzantine failures. Yet, hBFT[3] promises a two-step consensus protocol with only 3f + 1 replicas. As a result, it violates safety property…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-04-30 Nibesh Shrestha , Mohan Kumar , SiSi Duan

This paper presents a partially synchronous BFT consensus protocol powered by BBCA, a lightly modified Byzantine Consistent Broadcast (BCB) primitive. BBCA provides a Complete-Adopt semantic through an added probing interface to allow…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-28 Dahlia Malkhi , Chrysoula Stathakopoulou , Maofan Yin

With the growing commercial interest in blockchain, permissioned implementations have received increasing attention. Unfortunately, existing BFT consensus protocols that are the backbone of permissioned blockchains, either scale poorly or…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-03-24 Ray Neiheiser , Miguel Matos , Luís Rodrigues

In this paper, we investigate the challenging framework of Byzantine-robust training in distributed machine learning (ML) systems, focusing on enhancing both efficiency and practicality. As distributed ML systems become integral for complex…

Machine Learning · Computer Science 2024-09-04 Tehila Dahan , Kfir Y. Levy

There is surge of interest to the blockchain technology not only in the scientific community but in the business community as well. Proof of Work (PoW) and Byzantine Fault Tolerant (BFT) are the two main classes of consensus protocols that…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-06-12 Mohammad M. Jalalzai , Costas Busch

Streamlined Byzantine Fault Tolerant (BFT) protocols, such as HotStuff [PODC'19], and weighted voting represent two possible strategies to improve consensus in the distributed systems world. Several studies have been conducted on both…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-30 Diana Micloiu , Rowdy Chotkan , Jérémie Decouchant

Ensuring that an AI system behaves reliably and as intended, especially in the presence of unexpected faults or adversarial conditions, is a complex challenge. Inspired by the field of Byzantine Fault Tolerance (BFT) from distributed…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-30 John deVadoss , Matthias Artzt

To circumvent the FLP impossibility result in a deterministic way several protocols have been proposed on top of an asynchronous distributed system enriched with additional assumptions. In the context of Byzantine failures for systems where…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-02-03 Hamouma Moumen

Unified Multimodal Models struggle to bridge the fundamental gap between the abstract representations needed for visual understanding and the detailed primitives required for generation. Existing approaches typically compromise by employing…

Computer Vision and Pattern Recognition · Computer Science 2026-03-18 Xuerui Qiu , Yutao Cui , Guozhen Zhang , Junzhe Li , JiaKui Hu , Xiao Zhang , Yang Li , Songtao Liu , Miles Yang , Yu Shi , Zhao Zhong , Liefeng Bo

Docker container virtualization technology is being widely adopted in cloud computing environments because of its lightweight and effiency. However, it requires adequate control and management via an orchestrator. As a result, cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-04-14 Gor Mack Diouf , Halima Elbiaze , Wael Jaafar

This paper presents BBCA-LEDGER, a Byzantine log replication technology for partially synchronous networks enabling blocks to be broadcast in parallel, such that each broadcast is finalized independently and instantaneously into an…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-06-27 Chrysoula Stathakopoulou , Michael Wei , Maofan Yin , Hongbo Zhang , Dahlia Malkhi

Computational offload to hardware accelerators is gaining traction due to increasing computational demands and efficiency challenges. Programmable hardware, like FPGAs, offers a promising platform in rapidly evolving application areas, with…

Hardware Architecture · Computer Science 2024-06-27 Inês Pinto Gouveia , Ahmad T. Sheikh , Ali Shoker , Suhaib A. Fahmy , Paulo Esteves-Verissimo

Real-world Table-Text question answering (QA) tasks require models that can reason across long text and source tables, traversing multiple hops and executing complex operations such as aggregation. Yet existing benchmarks are small,…

Computation and Language · Computer Science 2026-02-27 Sungho Park , Jueun Kim , Wook-Shin Han

Recently, a novel peer sampling protocol, Elevator, was introduced to construct network topologies tailored for emerging decentralized applications such as federated learning and blockchain. Elevator builds hub-based topologies in a fully…

Cryptography and Security · Computer Science 2026-01-29 Mohamed Amine Legheraba , Nour Rachdi , Maria Gradinariu Potop-Butucaru , Sébastien Tixeuil

All practical applications contain some degree of nondeterminism. When such applications are replicated to achieve Byzantine fault tolerance (BFT), their nondeterministic operations must be controlled to ensure replica consistency. To the…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-15 Wenbing Zhao

Existing ocean front detection methods--including histogram-based variance analysis, Lyapunov exponent, gradient thresholding, and machine learning--suffer from critical limitations: discontinuous outputs, over-detection, reliance on…

Computer Vision and Pattern Recognition · Computer Science 2025-05-15 Yishuo Wang , Feng Zhou , Qicheng Meng , Muping Zhou , Zhijun Hu , Chengqing Zhang , Tianhao Zhao

Geo-replication provides disaster recovery after catastrophic accidental failures or attacks, such as fires, blackouts or denial-of-service attacks to a data center or region. Naturally distributed data structures, such as Blockchains, when…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-01 Wassim Yahyaoui , Joachim Bruneau-Queyreix , Jérémie Decouchant , Marcus Völp

Self-stabilization is a versatile approach to fault-tolerance since it permits a distributed system to recover from any transient fault that arbitrarily corrupts the contents of all memories in the system. Byzantine tolerance is an…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-04-29 Swan Dubois , Toshimitsu Masuzawa , Sébastien Tixeuil

Hydra is a header-only, templated and C++11-compliant framework designed to perform the typical bottleneck calculations found in common HEP data analyses on massively parallel platforms. The framework is implemented on top of the C++11…

Mathematical Software · Computer Science 2017-11-17 A. A. Alves , M. D. Sokoloff

In this paper we analyze from the game theory point of view Byzantine Fault Tolerant blockchains when processes exhibit rational or Byzantine behavior. Our work is the first to model the Byzantine-consensus based blockchains as a committee…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-02-22 Yackolley Amoussou-Guenou , Bruno Biais , Maria Potop-Butucaru , Sara Tucci-Piergiovanni