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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

Early programming models for software-defined networking (SDN) focused on basic features for controlling network-wide forwarding paths, but more recent work has considered richer features, such as packet scheduling and queueing, that affect…

Networking and Internet Architecture · Computer Science 2023-10-20 Anshuman Mohan , Yunhe Liu , Nate Foster , Tobias Kappé , Dexter Kozen

Serving Large Language Models (LLMs) at scale requires meeting strict Service Level Objectives (SLOs) under severe computational and memory constraints. Nevertheless, traditional caching strategies fall short: exact-matching and prefix…

Databases · Computer Science 2025-08-27 Jungwoo Kim , Minsang Kim , Jaeheon Lee , Chanwoo Moon , Heejin Kim , Taeho Hwang , Woosuk Chung , Yeseong Kim , Sungjin Lee

Programmable management framework have paved the way for managing devices in the network. Lately, emerging paradigm of Software Defined Networking (SDN) have revolutionized programmable networks. Designers of networking applications i.e.…

Networking and Internet Architecture · Computer Science 2017-12-01 Faraz Idris Khan , Sufian Hameed

The programmability of modern network devices has led to innovative research in the area of in-network computing, i.e., offloading certain computations to the programmable data plane. Key-value stores, which offer coordination services for…

Networking and Internet Architecture · Computer Science 2023-03-15 Stefanos Sagkriotis , Dimitrios Pezaros

In many real-world OpenFlow-based SDN deployments, the ability to program heterogeneous forwarding elements built with different forwarding architectures is a desirable capability. In this paper, we discuss a data plane programming…

Networking and Internet Architecture · Computer Science 2014-05-02 Haoyu Song , Jun Gong , Hongfei Chen , Justin Dustzadeh

Modern distributed storage systems come with aplethora of configurable parameters that controlmodule behavior and affect system performance. Default settings provided by developers are often suboptimal for specific user cases. Tuning…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-08 Wenhao Lyu , Youyou Lu , Jiwu Shu , Wei Zhao

Software systems development nowadays has moved towards dynamic composition of services that run on distributed infrastructures aligned with continuous changes in the system requirements. Consequently, software developers need to tailor…

Software Engineering · Computer Science 2020-05-12 Mahdi Fahmideh , Mohsen Sharifi , Fereidoon Shams , Hasan Haghighi

Based on software-defined principles, we propose a holistic architecture for Cyberphysical Systems (CPS) and Internet of Things (IoT) applications, and highlight the merits pertaining to scalability, flexibility, robustness,…

Networking and Internet Architecture · Computer Science 2018-10-10 Ala' Darabseh , Nikolaos M. Freris

This paper proposes using file system custom metadata as a bidirectional communication channel between applications and the storage system. This channel can be used to pass hints that enable cross-layer optimizations, an option hindered…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-01-29 Samer Al-Kiswany , Emalayan Vairavanathan , Lauro B. Costa , Hao Yang , Matei Ripeanu

Traditionally, the data plane has been designed with fixed functions to forward packets using a small set of protocols. This closed-design paradigm has limited the capability of the switches to proprietary implementations which are…

Networking and Internet Architecture · Computer Science 2021-06-16 Elie F. Kfoury , Jorge Crichigno , Elias Bou-Harb

Software-defined networking (SDN) attracts the attention of the research community in recent years, as evidenced by a large number of survey and review papers. The architecture of SDN clearly recognizes three planes: application, control,…

Networking and Internet Architecture · Computer Science 2019-04-09 Enio Kaljic , Almir Maric , Pamela Njemcevic , Mesud Hadzialic

Differentiable planning enables gradient-based optimization of decision-making problems by leveraging differentiable models of system dynamics. However, in highly nonlinear and hybrid discrete-continuous domains, the resulting optimization…

Artificial Intelligence · Computer Science 2026-05-11 Yuval Aroosh , Ayal Taitler

The scenario approach is an established data-driven design framework that comes equipped with a powerful theory linking design complexity to generalization properties. In this approach, data are simultaneously used both for design and for…

Methodology · Statistics 2026-02-18 Algo Carè , Marco C. Campi , Simone Garatti

The rise of compound AI serving that integrates multiple operators in a pipeline enables end-user applications such as generative AI-powered meeting companions, autonomous driving, and immersive gaming. These workloads span diverse…

Databases · Computer Science 2026-05-19 Banruo Liu , Wei-Yu Lin , Minghao Fang , Yihan Jiang , Fan Lai

A software platform for global optimisation, called PaGMO, has been developed within the Advanced Concepts Team (ACT) at the European Space Agency, and was recently released as an open-source project. PaGMO is built to tackle…

Distributed, Parallel, and Cluster Computing · Computer Science 2010-04-23 Francesco Biscani , Dario Izzo , Chit Hong Yam

Coded caching (CC) can substantially enhance network performance by leveraging memory as an additional communication resource. However, the use of CC is challenging in various practical applications due to dynamic user behavior. The…

Information Theory · Computer Science 2024-05-07 Milad Abolpour , MohammadJavad Salehi , Antti Tölli

Big data storage management is one of the most challenging issues for Grid computing environments, since large amount of data intensive applications frequently involve a high degree of data access locality. Grid applications typically deal…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-07-13 Ajay Kumar , Seema Bawa

Leadership supercomputers feature a diversity of storage, from node-local persistent memory and NVMe SSDs to network-interconnected flash memory and HDD. Memory mapping files on different tiers of storage provides a uniform interface in…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-10-18 Ivy B. Peng , Marty McFadden , Eric Green , Keita Iwabuchi , Kai Wu , Dong Li , Roger Pearce , Maya Gokhale

Consensus protocols are the foundation for building fault-tolerant, distributed systems, and services. They are also widely acknowledged as performance bottlenecks. Several recent systems have proposed accelerating these protocols using the…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-28 Huynh Tu Dang , Pietro Bressana , Han Wang , Ki Suh Lee , Noa Zilberman , Hakim Weatherspoon , Marco Canini , Fernando Pedone , Robert Soulé