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State-based Conflict-free Replicated Data Types (CRDTs) are widely used in distributed systems to ensure high availability without coordination. However, their naive synchronization strategy - transmitting the full state - incurs high…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-05 Pedro Silva Gomes , Miguel Boaventura Rodrigues , Carlos Baquero

In Opportunistic Networks (OppNets), the dissemination of information can only rely on transient pairwise radio contacts between mobile devices (peers). Designing distributed applications that can run in such conditions is a challenge, but…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-22 Frédéric Guidec , Yves Mahéo

Replication ensures data availability in fault-prone distributed systems. The celebrated CAP theorem stipulates that replicas cannot guarantee both strong consistency and availability under network partitions. A popular alternative, adopted…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-22 Petr Kuznetsov , Maxence Perion , Sara Tucci-Piergiovanni

Internet-scale distributed systems often replicate data at multiple geographic locations to provide low latency and high availability. The Conflict-free Replicated Data Type (CRDT) is a framework that provides a principled approach to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-02 Yuqi Zhang , Yu Huang , Hengfeng Wei , Xiaoxing Ma

We introduce Coordination-free Collaborative Replication (CCR), a new method for maintaining consistency across replicas in distributed systems without requiring explicit coordination messages. CCR automates conflict resolution, contrasting…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-17 Masato Takeichi

The need for real-time collaborative solutions in model-driven engineering has been increasing over the past years. Conflict-free replicated data types (CRDT) provide scalable and robust replication mechanisms that align well with the…

Software Engineering · Computer Science 2022-10-13 Istvan David , Eugene Syriani

Despite decades of research and practical experience, developers have few tools for programming reliable distributed applications without resorting to expensive coordination techniques. Conflict-free replicated datatypes (CRDTs) are a…

Databases · Computer Science 2022-10-25 Shadaj Laddad , Conor Power , Mae Milano , Alvin Cheung , Natacha Crooks , Joseph M. Hellerstein

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2009-07-07 Mihai Letia , Nuno Preguiça , Marc Shapiro

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-01-22 Marc Shapiro , Annette Bieniusa , Nuno Preguiça , Valter Balegas , Christopher Meiklejohn

Digital collaboration systems support asynchronous work over replicated data, where conflicts arise when concurrent operations cannot be unambiguously integrated into a shared history. While Conflict-Free Replicated Data Types (CRDTs)…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-14 Georgii Semenov , Vitaly Aksenov

In comparing well-known CRDTs representing sets that can grow and shrink, we find caveats. In one, the removal of an element cannot be reliably undone. In another, undesirable states are attainable, such as when an element is present -1…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-19 Stephen Dolan

Distributed storage systems employ replication to improve performance and reliability. To provide low latency data access, replicas are often required to accept updates without coordination with each other, and the updates are then…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-06 Yuqi Zhang , Hengfeng Wei , Yu Huang

We introduce Conflict-Aware Replicated Data Types (CARDs). CARDs are significantly more expressive than Conflict-free Replicated Data Types (CRDTs) as they support operations that can conflict with each other. Introducing conflicting…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-09-27 Nicholas V. Lewchenko , Arjun Radhakrishna , Akash Gaonkar , Pavol Černý

Conflict-free Replicated Data Types (CRDTs) allow collaborative access to an app's data. We describe a novel CRDT operation, for-each on the list of CRDTs, and demonstrate its use in collaborative apps. Our for-each operation applies a…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-07 Matthew Weidner , Ria Pradeep , Benito Geordie , Heather Miller

Consensus protocols are fundamental in distributed systems as they enable software with strong consistency properties. However, designing optimized protocols for specific use-cases under certain system assumptions is typically a laborious…

Programming Languages · Computer Science 2025-04-09 Julian Haas , Ragnar Mogk , Annette Bieniusa , Mira Mezini

This paper introduces the sequential CRT, which is a variable selection procedure that combines the conditional randomization test (CRT) and Selective SeqStep+. Valid p-values are constructed via the flexible CRT, which are then ordered and…

Methodology · Statistics 2022-04-08 Shuangning Li , Emmanuel J. Candès

Selective rationales and counterfactual examples have emerged as two effective, complementary classes of interpretability methods for analyzing and training NLP models. However, prior work has not explored how these methods can be…

Computation and Language · Computer Science 2023-05-29 Marcos Treviso , Alexis Ross , Nuno M. Guerreiro , André F. T. Martins

Conflict-Free Replicated Data Types (CRDTs) are used in a range of fields for their coordination-free replication with strong eventual consistency. By prioritising availability over consistency under partition, peers accumulate events in…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-09 Kegan Dougal

Reasoning tasks are crucial in many domains, especially in science and engineering. Although large language models (LLMs) have made progress in reasoning tasks using techniques such as chain-of-thought and least-to-most prompting, these…

Artificial Intelligence · Computer Science 2025-05-06 Sergio Hernández-Gutiérrez , Minttu Alakuijala , Alexander V. Nikitin , Pekka Marttinen

Continuous Relation Extraction (CRE) aims to incrementally learn relation knowledge from a non-stationary stream of data. Since the introduction of new relational tasks can overshadow previously learned information, catastrophic forgetting…

Computation and Language · Computer Science 2024-03-06 Mengyi Huang , Meng Xiao , Ludi Wang , Yi Du