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Evaluating large language models at scale remains a practical bottleneck for many organizations. While existing evaluation frameworks work well for thousands of examples, they struggle when datasets grow to hundreds of thousands or millions…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-01 Subhadip Mitra

System programming languages are typically compiled in a linear pipeline process, which is a completely opaque and isolated to end-users. This limits the possibilities of performing meta-programming in the same language and environment, and…

Programming Languages · Computer Science 2023-09-28 Ronie Salgado

There is a gap between our ability to reuse high-level concepts in software design and our ability to reuse the code implementing them. Language Oriented Programming (LOP) is a software development paradigm that aims to close this gap,…

Software Engineering · Computer Science 2011-03-31 David H. Lorenz , Boaz Rosenan

Development of distributed systems is a difficult task. Declarative programming techniques hold a promising potential for effectively supporting programmer in this challenge. While Datalog-based languages have been actively explored for…

Programming Languages · Computer Science 2010-07-23 Nuno P. Lopes , Juan A. Navarro , Andrey Rybalchenko , Atul Singh

Large language models have made significant progress in the past few years. However, they are either generic {\it or} field specific, splitting the community into different groups. In this paper, we unify these large language models into a…

Computer Vision and Pattern Recognition · Computer Science 2023-07-26 Yuanhao Gong

We explore AI-driven distributed-systems policy design by combining stochastic code generation from large language models (LLMs) with deterministic verification in a domain-specific simulator. Using a Function-as-a-Service runtime (Bauplan)…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-23 Jacopo Tagliabue

Data structures and algorithms are essential building blocks for programs, and \emph{distributed data structures}, which automatically partition data across multiple memory locales, are essential to writing high-level parallel programs.…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-06 Benjamin Brock , Robert Cohn , Suyash Bakshi , Tuomas Karna , Jeongnim Kim , Mateusz Nowak , Łukasz Ślusarczyk , Kacper Stefanski , Timothy G. Mattson

The use of Domain-Specific Languages (DSLs) is a promising field for the development of tools tailored to specific problem spaces, effectively diminishing the complexity of hand-made software. With the goal of making models as precise,…

Software Engineering · Computer Science 2019-01-18 Fernando Macías , Uwe Wolter , Adrian Rutle , Francisco Durán , Roberto Rodriguez-Echeverria

In Compiler Design courses, students learn how a program written in high level programming language and designed for humans understanding is systematically converted into low level assembly language understood by machines, through different…

Programming Languages · Computer Science 2022-04-14 Eduardo Adam Navas-López

Middleware technologies often limit the way in which object classes may be used in distributed applications due to the fixed distribution policies that they impose. These policies permeate applications developed using existing middleware…

Distributed, Parallel, and Cluster Computing · Computer Science 2010-06-21 Scott Walker , Alan Dearle , Stuart Norcross , Graham Kirby , Andrew McCarthy

Distributed actor languages are an effective means of constructing scalable reliable systems, and the Erlang programming language has a well-established and influential model. While Erlang model conceptually provides reliable scalability,…

Web programmers are often faced with several challenges in the development process of modern, rich internet applications. Technologies for the different tiers of the application have to be selected: a server-side language, a combination of…

Programming Languages · Computer Science 2017-12-05 Laure Philips , Joeri De Koster , Wolfgang De Meuter , Coen De Roover

Layered software architecture contains several intra-layer and inter-layer dependencies. Each layer depends on shared components making it difficult to release a code change, bug fix or feature without exhaustive testing and having to build…

Software Engineering · Computer Science 2016-06-28 Amol Patwardhan , Rahul Patwardhan , Sumalini Vartak

The process of engineering and deploying applications in the edge/embedded space is massively complicated by the non-homogeneous nature of the software stack and the complexity of diagnostics & debugging. Often different languages and…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-15 Anthony Arnold , Mark Marron

Large Language Models (LLMs) have demonstrated remarkable language understanding and generation capabilities. However, training, deploying, and accessing these models pose notable challenges, including resource-intensive demands, extended…

Computation and Language · Computer Science 2024-01-31 Souvika Sarkar , Mohammad Fakhruddin Babar , Monowar Hasan , Shubhra Kanti Karmaker

The scaling of large language models (LLMs) is currently bottlenecked by the rigidity of distributed programming. While high-performance libraries like CuBLAS and NCCL provide optimized primitives, they lack the flexibility required for…

OpenDiLoCo is an open-source implementation and replication of the Distributed Low-Communication (DiLoCo) training method for large language models. We provide a reproducible implementation of the DiLoCo experiments, offering it within a…

Machine Learning · Computer Science 2024-07-11 Sami Jaghouar , Jack Min Ong , Johannes Hagemann

Multilevel modeling and simulation (M&S) is becoming increasingly relevant due to the benefits that this methodology offers. Multilevel models allow users to describe a system at multiple levels of detail. From one side, this can make…

Software Engineering · Computer Science 2024-03-26 Luca Serena , Moreno Marzolla , Gabriele D'Angelo , Stefano Ferretti

Modern day system developers have some serious problems to contend with. The systems they develop are becoming increasingly complex as customers demand richer functionality delivered in ever shorter timescales. They have to manage a huge…

Software Engineering · Computer Science 2015-05-04 Tony Clark , Paul Sammut , James Willans

Distributed programs are hard to get right because they are required to be open, scalable, long-running, and tolerant to faults. In particular, the recent approaches to distributed software based on (micro-)services where different services…

Programming Languages · Computer Science 2017-08-25 Ian Cassar , Adrian Francalanza , Claudio Antares Mezzina , Emilio Tuosto
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