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Causal consistency is an attractive consistency model for replicated data stores. It is provably the strongest model that tolerates partitions, it avoids the long latencies associated with strong consistency, and, especially when using…

分布式、并行与集群计算 · 计算机科学 2018-03-13 Diego Didona , Rachid Guerraoui , Jingjing Wang , Willy Zwaenepoel

Causal consistency is in an intermediate consistency model that can be achieved together with high availability and high performance requirements even in presence of network partitions. There are several proposals in the literature for…

分布式、并行与集群计算 · 计算机科学 2016-12-16 Mohammad Roohitavaf , Sandeep Kulkarni

Current causally consistent data storage algorithms use partial or full replication to ensure data access to clients over a distributed setting. We develop, for the first time, an erasure coding-based algorithm called CausalEC that ensures…

分布式、并行与集群计算 · 计算机科学 2023-05-23 Viveck R. Cadambe , Shihang Lyu

Distributed storage systems and databases are widely used by various types of applications. Transactional access to these storage systems is an important abstraction allowing application programmers to consider blocks of actions (i.e.,…

编程语言 · 计算机科学 2023-06-22 Sidi Mohamed Beillahi , Ahmed Bouajjani , Constantin Enea

In distributed systems where strong consistency is costly when not impossible, causal consistency provides a valuable abstraction to represent program executions as partial orders. In addition to the sequential program order of each…

分布式、并行与集群计算 · 计算机科学 2016-03-15 Matthieu Perrin , Achour Mostefaoui , Claude Jard

To achieve high availability and low latency, distributed data stores often geographically replicate data at multiple sites called replicas. However, this introduces the data consistency problem. Due to the fundamental tradeoffs among…

分布式、并行与集群计算 · 计算机科学 2022-11-08 Xue Jiang , Hengfeng Wei , Yu Huang

Discovering causal relations from observational time series without making the stationary assumption is a significant challenge. In practice, this challenge is common in many areas, such as retail sales, transportation systems, and medical…

机器学习 · 计算机科学 2024-07-11 Shanyun Gao , Raghavendra Addanki , Tong Yu , Ryan A. Rossi , Murat Kocaoglu

Causal modeling has long been an attractive topic for many researchers and in recent decades there has seen a surge in theoretical development and discovery algorithms. Generally discovery algorithms can be divided into two approaches:…

机器学习 · 统计学 2017-02-06 Ridho Rahmadi , Perry Groot , Marianne Heins , Hans Knoop , Tom Heskes

Cloud applications often insert a caching lay\-er in front of a database in order to reduce I/O latency and improve throughput. One complication occurs when a client fetches some data from one cache node, then migrates to another (e.g., due…

分布式、并行与集群计算 · 计算机科学 2026-05-20 Haoran Zhang , Zihao Zhang , Shuai Mu , Sebastian Angel , Vincent Liu

Causality in distributed systems is a concept that has long been explored and numerous approaches have been made to use causality as a way to trace distributed system execution. Traditional approaches usually used system profiling and newer…

分布式、并行与集群计算 · 计算机科学 2023-11-14 Ishaan Lagwankar , Kanishka Wijewardena

This paper introduces a new causal structure learning method for nonstationary time series data, a common data type found in fields such as finance, economics, healthcare, and environmental science. Our work builds upon the constraint-based…

统计金融 · 定量金融 2024-06-10 Agathe Sadeghi , Achintya Gopal , Mohammad Fesanghary

The focus of this paper is on causal consistency in a {\em partially replicated} distributed shared memory (DSM) system that provides the abstraction of shared read/write registers. Maintaining causal consistency in distributed shared…

分布式、并行与集群计算 · 计算机科学 2019-05-30 Zhuolun Xiang , Nitin H. Vaidya

Causal consistency is one of the most adopted consistency criteria for distributed implementations of data structures. It ensures that operations are executed at all sites according to their causal precedence. We address the issue of…

计算机科学中的逻辑 · 计算机科学 2016-11-16 Ahmed Bouajjani , Constantin Enea , Rachid Guerraoui , Jad Hamza

Real-world problems, for example in climate applications, often require causal reasoning on spatially gridded time series data or data with comparable structure. While the underlying system is often believed to behave similarly at different…

机器学习 · 计算机科学 2026-02-16 Martin Rabel , Jakob Runge

Cloud storage systems have been introduced to provide a scalable, secure, reliable, and highly available data storage environment for the organizations and end-users. Therefore, the service provider should grow in a geographical extent.…

分布式、并行与集群计算 · 计算机科学 2020-09-08 Hesam Nejati Sharif Aldin , Mostafa Razavi Ghods , Hossein Deldari

Causally consistent distributed storage systems have received significant attention recently due to the potential for providing high throughput and causality guarantees. {\em Global stabilization} is a technique established for achieving…

分布式、并行与集群计算 · 计算机科学 2019-05-07 Zhuolun Xiang , Nitin H. Vaidya

We introduce a performance-driven framework for constructing strictly causal forward-oriented observables in strongly non-stationary time series. The method combines a robustly normalized composite of heterogeneous indicators with a…

计算金融 · 定量金融 2026-03-17 Lucas A. Souza

Geo-replicated data platforms are at the backbone of several large-scale online services. Transactional Causal Consistency (TCC) is an attractive consistency level for building such platforms. TCC avoids many anomalies of eventual…

分布式、并行与集群计算 · 计算机科学 2019-02-26 Kristina Spirovska , Diego Didona , Willy Zwaenepoel

Causal discovery is essential for advancing data-driven fields such as scientific AI and data analysis, yet existing approaches face significant time- and space-efficiency bottlenecks when scaling to large graphs. To address this challenge,…

机器学习 · 计算机科学 2026-02-10 Bo Peng , Sirui Chen , Jiaguo Tian , Yu Qiao , Chaochao Lu

Persistent memory provides high-performance data persistence at main memory. Memory writes need to be performed in strict order to satisfy storage consistency requirements and enable correct recovery from system crashes. Unfortunately,…

硬件体系结构 · 计算机科学 2017-05-11 Youyou Lu , Jiwu Shu , Long Sun , Onur Mutlu
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