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Software-defined networking (SDN) has become a fundamental technology for data centers and 5G networks. In an SDN network, routing and traffic management decisions are made by a centralized controller and communicated to switches via a…

Networking and Internet Architecture · Computer Science 2020-10-23 Michael Sjoholmsierchio , Britta Hale , Daniel Lukaszewski , Geoffrey G. Xie

To efficiently select optimal dataset combinations for enhancing multi-task learning (MTL) performance in large language models, we proposed a novel framework that leverages a neural network to predict the best dataset combinations. The…

Computation and Language · Computer Science 2025-05-06 Zaifu Zhan , Rui Zhang

Adjacency lists are frequently used in graphing or map based applications. Although efficient concurrent linked-list algorithms are well known, it can be difficult to adapt these approaches to build a high-performance adjacency list.…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-03-26 Zachary Painter , Christina Peterson , Damian Dechev

The development of complex component software systems can be made more manageable by first creating an abstract model and then incrementally adding details. Model transformation is an approach to add such details in a controlled way. In…

Logic in Computer Science · Computer Science 2015-04-13 Anton Wijs

In current microarchitectures, due to the complex memory hierarchies and different latencies on memory accesses, thread and data mapping are important issues to improve application performance. Software transactional memory (STM) is an…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-24 Douglas Pereira Pasqualin , Matthias Diener , André Rauber Du Bois , Maurício Lima Pilla

Transactions simplify concurrent programming by enabling computations on shared data that are isolated from other concurrent computations and are resilient to failures. Modern databases provide different consistency models for transactions…

Databases · Computer Science 2019-08-14 Ranadeep Biswas , Constantin Enea

Modern data centers that provide Internet-scale services are stadium-size structures housing tens of thousands of heterogeneous devices (server clusters, networking equipment, power and cooling infrastructures) that must operate…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-10-07 Alkida Balliu , Dennis Olivetti , Ozalp Babaoglu , Moreno Marzolla , Alina Sîrbu

The scalability problem has been one of the most significant barriers limiting the adoption of blockchains. Blockchain sharding is a promising approach to this problem. However, the sharding mechanism introduces a significant number of…

Databases · Computer Science 2022-12-23 Yuanzhe Zhang , Shirui Pan , Jiangshan Yu

In the last decade, many business applications have moved into the cloud. In particular, the "database-as-a-service" paradigm has become mainstream. While existing multi-tenant data management systems focus on single-tenant query…

Databases · Computer Science 2017-03-14 Lucas Braun , Renato Marroquin , Kai-En Tsay , Donald Kossmann

To minimize network latency and remain online during server failures and network partitions, many modern distributed data storage systems eschew transactional functionality, which provides strong semantic guarantees for groups of multiple…

Databases · Computer Science 2013-10-08 Peter Bailis , Aaron Davidson , Alan Fekete , Ali Ghodsi , Joseph M. Hellerstein , Ion Stoica

The resurgence of autonomous agents built using large language models (LLMs) to solve complex real-world tasks has brought increased focus on LLMs' fundamental ability of tool or function calling. At the core of these agents, an LLM must…

Through continuous observation and modeling of normal behavior in networks, Anomaly-based Network Intrusion Detection System (A-NIDS) offers a way to find possible threats via deviation from the normal model. The analysis of network traffic…

Networking and Internet Architecture · Computer Science 2019-06-13 Nguyen Thanh Van , Tran Ngoc Thinh , Le Thanh Sach

In the modern era of multi-core systems, the main aim is to utilize the cores properly. This utilization can be done by concurrent programming. But developing a flawless and well-organized concurrent program is difficult. Software…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-06 Chirag Juyal , Sandeep Kulkarni , Sweta Kumari , Sathya Peri , Archit Somani

Transfer learning has proven to be a successful technique to train deep learning models in the domains where little training data is available. The dominant approach is to pretrain a model on a large generic dataset such as ImageNet and…

Computer Vision and Pattern Recognition · Computer Science 2020-04-02 Xi Yan , David Acuna , Sanja Fidler

This paper introduces Beldi, a library and runtime system for writing and composing fault-tolerant and transactional stateful serverless functions. Beldi runs on existing providers and lets developers write complex stateful applications…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-15 Haoran Zhang , Adney Cardoza , Peter Baile Chen , Sebastian Angel , Vincent Liu

Processing structured tabular data, particularly large and lengthy tables, constitutes a fundamental yet challenging task for large language models (LLMs). However, existing long-context benchmarks like Needle-in-a-Haystack primarily focus…

Computation and Language · Computer Science 2025-10-29 Lanrui Wang , Mingyu Zheng , Hongyin Tang , Zheng Lin , Yanan Cao , Jingang Wang , Xunliang Cai , Weiping Wang

Processing, managing, and analyzing dynamic graphs are the cornerstone in multiple application domains including fraud detection, recommendation system, graph neural network training, etc. This demo presents GTX, a latch-free…

Databases · Computer Science 2024-05-03 Libin Zhou , Walid Aref

Many organisations have a large network of connected computers, which at times may be idle. These could be used to run larger data processing problems were it not for the difficulty of organising and managing the deployment of such…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-10 Jon Kerridge

The common wisdom is that distributed transactions do not scale. But what if distributed transactions could be made scalable using the next generation of networks and a redesign of distributed databases? There would be no need for…

Databases · Computer Science 2016-11-22 Erfan Zamanian , Carsten Binnig , Tim Kraska , Tim Harris

Distributed transactions on high-overhead TCP/IP-based networks were conventionally considered to be prohibitively expensive and thus were avoided at all costs. To that end, the primary goal of almost any existing partitioning scheme is to…

Databases · Computer Science 2020-04-17 Erfan Zamanian , Julian Shun , Carsten Binnig , Tim Kraska