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Programmers routinely trade space for time to increase performance, often in the form of caching or memoization. In managed languages like Java or JavaScript, however, this space-time tradeoff is complex. Using more space translates into…

Programming Languages · Computer Science 2016-10-18 Diogenes Nunez , Samuel Z. Guyer , Emery D. Berger

Abridged abstract: despite the long history of garbage collection (GC) and its prevalence in modern programming languages, there is surprisingly little clarity about its true cost. Without understanding their cost, crucial tradeoffs made by…

Performance · Computer Science 2022-07-05 Zixian Cai , Stephen M. Blackburn , Michael D. Bond , Martin Maas

Geographic state machine replication (SMR) is a replication method in which replicas of a service are located on multiple continents to improve the fault tolerance of a general service. Nowadays, geographic SMR is easily realized using…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-10-12 Shota Numakura , Junya Nakamura , Ren Ohmura

Compile-time garbage collection (CTGC) is still a very uncommon feature within compilers. In previous work we have developed a compile-time structure reuse system for Mercury, a logic programming language. This system indicates which…

Programming Languages · Computer Science 2007-05-23 Nancy Mazur , Peter Ross , Gerda Janssens , Maurice Bruynooghe

State machine replication (SMR) is a replication technique that ensures fault tolerance by duplicating a service. Geo-replicated SMR is an enhanced version of SMR that distributes replicas in separate geographical locations, making the…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-06 Kohya Shiozaki , Junya Nakamura

The growing concern for energy efficiency in the Information and Communication Technology (ICT) sector has prompted the exploration of resource management techniques. While hardware architectures, such as single-ISA asymmetric multicore…

Programming Languages · Computer Science 2024-03-05 Marina Shimchenko , Erik Österlund , Tobias Wrigstad

Memory safety has long been a critical challenge in software engineering, particularly for legacy systems written in memory-unsafe languages such as C and C++. Rust, one of the youngest modern programming languages, offers built-in…

Software Engineering · Computer Science 2026-04-20 Sarah Bedell , Nazanin Siavash , Armin Moin

Systems integrating heterogeneous processors with unified memory provide seamless integration among these processors with minimal development complexity. These systems integrate accelerators such as GPUs on the same die with CPU cores to…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-14 Mohammad Dashti , Alexandra Fedorova

Active replication following the state machine replication (SMR) approach is a way to make existing systems and services more reliable and fault-tolerant. The additional communication overhead has a negative impact on the system's…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-08-18 Johannes Köstler , Hans P. Reiser

OCaml is an industrial-strength, multi-paradigm programming language, widely used in industry and academia. OCaml is also one of the few modern managed system programming languages to lack support for shared memory parallel programming.…

Programming Languages · Computer Science 2020-07-03 KC Sivaramakrishnan , Stephen Dolan , Leo White , Sadiq Jaffer , Tom Kelly , Anmol Sahoo , Sudha Parimala , Atul Dhiman , Anil Madhavapeddy

Production state-machine replication (SMR) implementations are complex, multi-layered architectures comprising data dissemination, ordering, execution, and reconfiguration components. Existing research consensus protocols rarely discuss…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-11 Allen Clement , Natacha Crooks , Neil Giridharan , Alex Shamis

This paper is about the interface between languages which use a garbage collector and those which use fancy types for safe manual memory management. Garbage collection is the traditional memory management scheme for functional languages,…

Programming Languages · Computer Science 2018-07-03 Alan Jeffrey

Multiversioning is widely used in databases, transactional memory, and concurrent data structures. It can be used to support read-only transactions that appear atomic in the presence of concurrent update operations. Any system that…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-10 Yuanhao Wei , Guy E. Blelloch , Panagiota Fatourou , Eric Ruppert

Amid the rapid advancements in large machine learning (ML) models, universities worldwide are investing substantial funds and efforts into GPU clusters. However, managing a shared GPU cluster poses a pyramid of challenges, from hardware…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-15 Kaiqiang Xu , Decang Sun , Hao Wang , Zhenghang Ren , Xinchen Wan , Xudong Liao , Zilong Wang , Junxue Zhang , Kai Chen

State-machine replication, a fundamental approach to designing fault-tolerant services, requires commands to be executed in the same order by all replicas. Moreover, command execution must be deterministic: each replica must produce the…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-11-26 Parisa Jalili Marandi , Carlos Eduardo Bezerra , Fernando Pedone

Gradient descent (GD) methods are commonly employed in machine learning problems to optimize the parameters of the model in an iterative fashion. For problems with massive datasets, computations are distributed to many parallel computing…

Information Theory · Computer Science 2019-03-06 Emre Ozfatura , Deniz Gunduz , Sennur Ulukus

In modern server computing, efficient CPU resource usage is often traded for latency. Garbage collection is a key aspect of memory management in programming languages like Java, but it often competes with application threads for CPU time,…

Programming Languages · Computer Science 2025-03-03 Marina Shimchenko , Erik Österlund , Tobias Wrigstad

Grid computing (GC) systems are large-scale virtual machines, built upon a massive pool of resources (processing time, storage, software) that often span multiple distributed domains. Concurrent users interact with the grid by adding new…

Programming Languages · Computer Science 2014-04-02 Carlos Alberto Ramírez Restrepo , Jorge A. Pérez , Jesús Aranda , Juan Francisco Díaz-Frias

Retrieval-Augmented Generation (RAG) systems enhance the performance of large language models (LLMs) by incorporating supplementary retrieved documents, enabling more accurate and context-aware responses. However, integrating these external…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-25 Wenfeng Wang , Xiaofeng Hou , Peng Tang , Hengyi Zhou , Jing Wang , Xinkai Wang , Chao Li , Minyi Guo

R is a robust open-source programming language mainly used for statistical computing . Many areas of statistical research are experiencing rapid growth in the size of data sets. Methodological advances drive increased use of simulations. A…

Programming Languages · Computer Science 2019-04-10 Rahim K. Charania
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