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Related papers: Towards Reconfigurable Linearizable Reads

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We consider a single large language model (LLM) server that serves a heterogeneous stream of queries belonging to $N$ distinct task types. Queries arrive according to a Poisson process, and each type occurs with a known prior probability.…

Machine Learning · Computer Science 2026-01-16 Emre Ozbas , Melih Bastopcu

The recent proposal of learned index structures opens up a new perspective on how traditional range indexes can be optimized. However, the current learned indexes assume the data distribution is relatively static and the access pattern is…

Machine Learning · Computer Science 2019-02-05 Chuzhe Tang , Zhiyuan Dong , Minjie Wang , Zhaoguo Wang , Haibo Chen

The semantics of concurrent data structures is usually given by a sequential specification and a consistency condition. Linearizability is the most popular consistency condition due to its simplicity and general applicability. Nevertheless,…

A Retrieval-Augmented Language Model (RALM) combines a large language model (LLM) with a vector database to retrieve context-specific knowledge during text generation. This strategy facilitates impressive generation quality even with…

Machine Learning · Computer Science 2025-03-26 Wenqi Jiang , Marco Zeller , Roger Waleffe , Torsten Hoefler , Gustavo Alonso

Linear real-valued computations over distributed datasets are common in many applications, most notably as part of machine learning inference. In particular, linear computations that are quantized, i.e., where the coefficients are…

Information Theory · Computer Science 2023-11-27 Vinayak Ramkumar , Netanel Raviv , Itzhak Tamo

We present Chameleon, a novel hybrid (mixed-protocol) framework for secure function evaluation (SFE) which enables two parties to jointly compute a function without disclosing their private inputs. Chameleon combines the best aspects of…

Cryptography and Security · Computer Science 2018-01-11 M. Sadegh Riazi , Christian Weinert , Oleksandr Tkachenko , Ebrahim M. Songhori , Thomas Schneider , Farinaz Koushanfar

Quorum systems are useful tools for implementing consistent and available storage in the presence of failures. These systems usually comprise a static set of servers that provide a fault-tolerant read/write register accessed by a set of…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-07-20 Eduardo Alchieri , Alysson Bessani , Fabiola Greve , Joni Fraga

Today's datacenter applications are underpinned by datastores that are responsible for providing availability, consistency, and performance. For high availability in the presence of failures, these datastores replicate data across several…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-01-28 A. Katsarakis , V. Gavrielatos , M. Katebzadeh , A. Joshi , A. Dragojevic , B. Grot , V. Nagarajan

Distributed transaction processing often involves multiple rounds of cross-node communications, and therefore tends to be slow. To improve performance, existing approaches convert distributed transactions into single-node transactions by…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-19 Qiushi Zheng , Zhanhao Zhao , Wei Lu , Chang Yao , Yuxing Chen , Anqun Pan , Xiaoyong Du

Linearisability is a central notion for verifying concurrent libraries: a given library is proven safe if its operational history can be rearranged into a new sequential one which, in addition, satisfies a given specification.…

Programming Languages · Computer Science 2016-10-26 Andrzej S. Murawski , Nikos Tzevelekos

This paper studies the costs and trade-offs of providing transactional consistent reads in a distributed storage system. We identify the following dimensions: read consistency, read delay (latency), and data freshness. We show that there is…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-10-04 Alejandro Z. Tomsic , Manuel Bravo , Marc Shapiro

Many algorithms for congestion control, scheduling, network measurement, active queue management, security, and load balancing require custom processing of packets as they traverse the data plane of a network switch. To run at line rate,…

Networking and Internet Architecture · Computer Science 2016-02-02 Anirudh Sivaraman , Mihai Budiu , Alvin Cheung , Changhoon Kim , Steve Licking , George Varghese , Hari Balakrishnan , Mohammad Alizadeh , Nick McKeown

The performance gains obtained by large language models (LLMs) are closely linked to their substantial computational and memory requirements. Quantized LLMs offer significant advantages with extremely quantized models, motivating the…

Hardware Architecture · Computer Science 2026-04-07 Ahmed J. Abdelmaksoud , Cristian Sestito , Shiwei Wang , Themis Prodromakis

Read-only caches are widely used in cloud infrastructures to reduce access latency and load on backend databases. Operators view coherent caches as impractical at genuinely large scale and many client-facing caches are updated in an…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-15 Ittay Eyal , Ken Birman , Robbert van Renesse

We consider the problem of implementing linearizable objects that support both read and read-modify-write (RMW) operations in message-passing systems with process crashes. Since in many systems read operations vastly outnumber RMW…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-04-05 Changyu Bi , Vassos Hadzilacos , Sam Toueg

The rapid evolution of software libraries presents a significant challenge for code generation models, which must adapt to frequent version updates while maintaining compatibility with previous versions. Existing code completion benchmarks…

Software Engineering · Computer Science 2024-11-12 Nizar Islah , Justine Gehring , Diganta Misra , Eilif Muller , Irina Rish , Terry Yue Zhuo , Massimo Caccia

Linearizability is a commonly accepted notion of correctness for libraries of concurrent algorithms. Unfortunately, it assumes a complete isolation between a library and its client, with interactions limited to passing values of a given…

Logic in Computer Science · Computer Science 2015-07-01 Alexey Gotsman , Hongseok Yang

High read and write performance is important for generic key-value stores, which are foundational to modern applications and databases. Yet, achieving high performance for mixed and dynamic workloads is challenging due to fundamental…

Databases · Computer Science 2026-04-20 Tony Astolfi , Vidya Silai , Darby Huye , Lan Liu , Raja R. Sambasivan , Johes Bater

The transactional robustness problem revolves around deciding whether, for a given workload, a lower isolation level than Serializable is sufficient to guarantee serializability. The paper presents a new characterization for robustness…

Databases · Computer Science 2023-02-20 Brecht Vandevoort , Bas Ketsman , Christoph Koch , Frank Neven

The exponential growth of data storage demands has necessitated the evolution of hierarchical storage management strategies [1]. This study explores the application of streaming machine learning [3] to revolutionize data prefetching within…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-30 Chiyu Cheng , Chang Zhou , Yang Zhao , Jin Cao