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Machine learning models deployed on edge devices have enabled numerous exciting new applications, such as humanoid robots, AR glasses, and autonomous vehicles. However, the computing resources available on these edge devices are not…

机器学习 · 计算机科学 2024-11-15 Jinjie Liu , Hang Qiu

Data stream algorithms tackle operations on high-volume sequences of read-once data items. Data stream scenarios include inherently real-time systems like sensor networks and financial markets. They also arise in purely-computational…

数据结构与算法 · 计算机科学 2024-03-04 Matthew Andres Moreno , Santiago Rodriguez Papa , Emily Dolson

Today's sensor network implementations often comprise various types of nodes connected with different types of networks. These and various other aspects influence the delay of transmitting data and therefore of out-of-order data…

软件工程 · 计算机科学 2020-09-25 Wolfgang Weiss , Victor J. Exposito Jimenez , Herwig Zeiner

Priority queues with parallel access are an attractive data structure for applications like prioritized online scheduling, discrete event simulation, or branch-and-bound. However, a classical priority queue constitutes a severe bottleneck…

数据结构与算法 · 计算机科学 2014-11-06 Hamza Rihani , Peter Sanders , Roman Dementiev

Long context fine-tuning of large language models(LLMs) involves training on datasets that are predominantly composed of short sequences and a small proportion of longer sequences. However, existing approaches overlook this long-tail…

分布式、并行与集群计算 · 计算机科学 2025-07-14 Xiulong Yuan , Hongtao Xu , Wenting Shen , Ang Wang , Xiafei Qiu , Jie Zhang , Yuqiong Liu , Bowen Yu , Junyang Lin , Mingzhen Li , Weile Jia , Yong Li , Wei Lin

Analytical processing on XML repositories is usually enabled by designing complex data transformations that shred the documents into a common data warehousing schema. This can be very time-consuming and costly, especially if the underlying…

数据库 · 计算机科学 2009-09-15 Andrey Balmin , Latha Colby , Emiran Curtmola , Quanzhong Li , Fatma Ozcan

Exploring relationships across data sources is a crucial optimization for entities recognition. Since databases can store big amount of information with synthetic and organic data, serving all quantity of objects correctly is an important…

软件工程 · 计算机科学 2025-11-18 Dmitry Moskalev

EquiX is a search language for XML that combines the power of querying with the simplicity of searching. Requirements for such languages are discussed and it is shown that EquiX meets the necessary criteria. Both a graph-based abstract…

数据库 · 计算机科学 2007-05-23 Sara Cohen , Yaron Kanza , Yakov Kogan , Werner Nutt , Yehoshua Sagiv , Alexander Serebrenik

Modern computer systems are awash in a sea of asynchronous events. There is an increasing need for a declarative language that can permit business users to specify complex event-processing rules. Such rules should be able to correlate…

编程语言 · 计算机科学 2013-10-22 Vijay Saraswat , Radha Jagadeesan , Vineet Gupta

The scaling of transformer-based Large Language Models (LLMs) has significantly expanded their context lengths, enabling applications where inputs exceed 100K tokens. Our analysis of a recent Azure LLM inference trace reveals a highly…

分布式、并行与集群计算 · 计算机科学 2025-06-10 Zeyu Zhang , Haiying Shen

Event-B is a refinement-based formal method that has been shown to be useful in developing concurrent and distributed programs. Large models can be decomposed into sub-models that can be refined semi-independently and executed in parallel.…

计算机科学中的逻辑 · 计算机科学 2011-06-22 Pontus Boström , Fredrik Degerlund , Kaisa Sere , Marina Waldén

Motivated by the need for adaptive, secure and responsive scheduling in a great range of computing applications, including human-centered and time-critical applications, this paper proposes a scheduling framework that seamlessly adds…

分布式、并行与集群计算 · 计算机科学 2020-01-14 Georgios C. Chasparis , Vladimir Janjic , Michael Rossbory

Query expansion is the process of reformulating the original query by adding relevant words. Choosing which terms to add in order to improve the performance of the query expansion methods or to enhance the quality of the retrieved results…

信息检索 · 计算机科学 2022-01-19 Farah Alshanik , Amy Apon , Yuheng Du , Alexander Herzog , Ilya Safro

Search applications often display shortened sentences which must contain certain query terms and must fit within the space constraints of a user interface. This work introduces a new transition-based sentence compression technique developed…

计算与语言 · 计算机科学 2019-09-19 Abram Handler , Brendan O'Connor

As demand for Large Language Models (LLMs) and AI agents grows rapidly, optimizing systems for efficient LLM inference becomes critical. While significant efforts have targeted system-level engineering, little has been explored from a…

机器学习 · 统计学 2026-05-19 J. G. Dai , Tianze Deng , Yueying Li , Tianyi Peng

The rapid development of cloud-native architecture has promoted the widespread application of container technology, but the optimization problems in container scheduling and resource management still face many challenges. This paper…

分布式、并行与集群计算 · 计算机科学 2024-12-24 Xiaoye Wang

Most recently, researchers have started building large language models (LLMs) powered data systems that allow users to analyze unstructured text documents like working with a database because LLMs are very effective in extracting attributes…

数据库 · 计算机科学 2025-07-14 Zhaoze Sun , Qiyan Deng , Chengliang Chai , Kaisen Jin , Xinyu Guo , Han Han , Ye Yuan , Guoren Wang , Lei Cao

Knowledge graphs represent complex data using nodes, relationships, and properties. Cypher, a powerful query language for graph databases, enables efficient modeling and querying. Recent advancements in large language models allow…

数据库 · 计算机科学 2025-09-05 Makbule Gulcin Ozsoy

Modern applications increasingly rely on inference serving systems to provide low-latency insights with a diverse set of machine learning models. Existing systems often utilize resource elasticity to scale with demand. However, many…

分布式、并行与集群计算 · 计算机科学 2025-05-13 Joel Wolfrath , Daniel Frink , Abhishek Chandra

Control of multihop Wireless networks in a distributed manner while providing end-to-end delay requirements for different flows, is a challenging problem. Using the notions of Draining Time and Discrete Review from the theory of fluid…

网络与互联网体系结构 · 计算机科学 2017-04-20 Ashok Krishnan K. S. , Vinod Sharma