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Distributed systems address the increasing demand for fast access to resources and fault tolerance for data. However, due to scalability requirements, software developers need to trade consistency for performance. For certain data,…

编程语言 · 计算机科学 2020-11-02 Xin Zhao , Philipp Haller

The World Wide Web and the Semantic Web are designed as a network of distributed services and datasets. The distributed character of the Web brings manifold collaborative possibilities to interchange data. The commonly adopted collaborative…

数据库 · 计算机科学 2018-10-17 Natanael Arndt , Patrick Naumann , Norman Radtke , Michael Martin , Edgard Marx

A CRDT is a data type whose operations commute when they are concurrent. Replicas of a CRDT eventually converge without any complex concurrency control. As an existence proof, we exhibit a non-trivial CRDT: a shared edit buffer called…

分布式、并行与集群计算 · 计算机科学 2009-07-07 Mihai Letia , Nuno Preguiça , Marc Shapiro

Conflict-Free Replicated Data Types (CRDTs) for JSON allow users to concurrently update a JSON document and automatically merge the updates into a consistent state. Moving a subtree in a map or reordering elements in a list within a JSON…

分布式、并行与集群计算 · 计算机科学 2024-09-25 Liangrun Da , Martin Kleppmann

Commutative Replicated Data-Type (CRDT) is a new class of algorithms that ensures scalable consistency of replicated data. It has been successfully applied to collaborative editing of texts without complex concurrency control. In this…

数据库 · 计算机科学 2010-10-19 Stéphane Martin , Pascal Urso , Stéphane Weiss

Data replication is crucial for enabling fault tolerance and uniform low latency in modern decentralized applications. Replicated Data Types (RDTs) have emerged as a principled approach for developing replicated implementations of basic…

编程语言 · 计算机科学 2025-02-28 Vimala Soundarapandian , Kartik Nagar , Aseem Rastogi , KC Sivaramakrishnan

The aggregation of conflicting client updates remains a fundamental bottleneck in federated learning (FL) under heterogeneous data distributions. Naive averaging can produce a global update that improves the global objective while…

机器学习 · 计算机科学 2026-05-21 Ziqi Wang , Qiang Liu , Nils Thuerey

The applications that are deployed in the cloud to provide services to the users encompass a large number of interconnected dependent cloud components. Multiple identical components are scheduled to run concurrently in order to handle…

分布式、并行与集群计算 · 计算机科学 2021-11-12 Chinmaya Kumar Dehury , Prasan Kumar Sahoo , Bharadwaj Veeravalli

BACKGROUND: Modern distributed systems replicate data across multiple execution sites. Business requirements and resource constraints often necessitate mixing different languages across replica sites. To facilitate the management of…

分布式、并行与集群计算 · 计算机科学 2025-12-02 Provakar Mondal , Eli Tilevich

Conflict-free replicated data types (CRDTs) are distributed data structures designed for fault tolerance and high availability. CRDTs have historically been taxonomized into state-based CRDTs, in which replicas apply updates locally and…

编程语言 · 计算机科学 2025-08-14 Nathan Liittschwager , Jonathan Castello , Stelios Tsampas , Lindsey Kuper

By the CAP Theorem, a distributed data storage system can ensure either Consistency under Partition (CP) or Availability under Partition (AP), but not both. This has led to a split between CP databases, in which updates are synchronous, and…

分布式、并行与集群计算 · 计算机科学 2018-01-22 Marc Shapiro , Annette Bieniusa , Nuno Preguiça , Valter Balegas , Christopher Meiklejohn

Federated learning (FL) faces critical challenges, particularly in heterogeneous environments where non-independent and identically distributed data across clients can lead to unfair and inefficient model performance. In this work, we…

机器学习 · 计算机科学 2025-05-22 Mounssif Krouka , Chaouki Ben Issaid , Mehdi Bennis

We address the problem of compactly storing a large number of versions (snapshots) of a collection of keyed documents or records in a distributed environment, while efficiently answering a variety of retrieval queries over those, including…

数据库 · 计算机科学 2018-02-26 Souvik Bhattacherjee , Amol Deshpande

Existing defenses against adversarial attacks are typically tailored to a specific perturbation type. Using adversarial training to defend against multiple types of perturbation requires expensive adversarial examples from different…

密码学与安全 · 计算机科学 2020-10-16 Jay Nandy , Wynne Hsu , Mong Li Lee

We explore the property of equivocation tolerance for Conflict-Free Replicated Data Types (CRDTs). We show that a subclass of CRDTs is equivocation-tolerant and can thereby cope with any number of Byzantine faults: Without equivocation…

分布式、并行与集群计算 · 计算机科学 2021-10-11 Florian Jacob , Saskia Bayreuther , Hannes Hartenstein

***** This design is a duplicate of a Causal Length Set (see notes in the comments). We leave nonetheless the original paper here because the proofs are referred to in another submission.***** The 2P-Set Conflict-Free Replicated Data Type…

分布式、并行与集群计算 · 计算机科学 2023-05-29 Erick Lavoie

Recently, rubrics have been used to guide LLM judges in capturing subjective, nuanced, multi-dimensional human preferences, and have been extended from evaluation to reward signals for reinforcement fine-tuning (RFT). However, rubric…

The robustness of fault detection algorithms against uncertainty is crucial in the real-world industrial environment. Recently, a new probabilistic design scheme called distributionally robust fault detection (DRFD) has emerged and received…

最优化与控制 · 数学 2026-01-16 Yulin Feng , Hailang Jin , Steven X. Ding , Hao Ye , Chao Shang

Virtual presence demands ultra-low latency, a factor that centralized architectures, by their nature, cannot minimize. Local peer-to-peer architectures offer a compelling alternative, but also pose unique challenges in terms of network…

分布式、并行与集群计算 · 计算机科学 2025-03-25 Abel Dantas , Carlos Baquero

Federated Learning (FL) enables collaborative model training across multiple devices while preserving data privacy. However, it remains susceptible to backdoor attacks, where malicious participants can compromise the global model. Existing…

密码学与安全 · 计算机科学 2025-02-26 Ebtisaam Alharbi , Leandro Soriano Marcolino , Qiang Ni , Antonios Gouglidis