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Real-time AI services increasingly operate across the device-edge-cloud continuum, where autonomous AI agents generate latency-sensitive workloads, orchestrate multi-stage processing pipelines, and compete for shared resources under policy…

We introduce a simple benchmark model of dynamic matching in networked markets, where agents arrive and depart stochastically and the network of acceptable transactions among agents forms a random graph. We analyze our model from three…

计算机科学与博弈论 · 计算机科学 2014-02-18 Mohammad Akbarpour , Shengwu Li , Shayan Oveis Gharan

A dynamic bipartite matching model is given by a bipartite matching graph which determines the possible matchings between the various types of supply and demand items. Both supply and demand items arrive to the system according to a…

离散数学 · 计算机科学 2020-09-11 Arnaud Cadas , Ana Bušić , Josu Doncel

Differential computation (DC) is a highly general incremental computation/view maintenance technique that can maintain the output of an arbitrary and possibly recursive dataflow computation upon changes to its base inputs. As such, it is a…

数据库 · 计算机科学 2022-08-02 Khaled Ammar , Siddhartha Sahu , Semih Salihoglu , M. Tamer Ozsu

Current systems for data-parallel, incremental processing and view maintenance over high-rate streams isolate the execution of independent queries. This creates unwanted redundancy and overhead in the presence of concurrent incrementally…

分布式、并行与集群计算 · 计算机科学 2020-06-15 Frank McSherry , Andrea Lattuada , Malte Schwarzkopf , Timothy Roscoe

Database management systems (DBMSs) carefully optimize complex multi-join queries to avoid expensive disk I/O. As servers today feature tens or hundreds of gigabytes of RAM, a significant fraction of many analytic databases becomes…

数据库 · 计算机科学 2015-07-22 Feilong Liu , Spyros Blanas

A data structure is presented for point location in connected planar subdivisions when the distribution of queries is known in advance. The data structure has an expected query time that is within a constant factor of optimal. More…

计算几何 · 计算机科学 2013-03-12 Sebastien Collette , Vida Dujmovic , John Iacono , Stefan Langerman , Pat Morin

Data analytics over normalized databases typically requires computing and materializing expensive joins (wide-tables). Factorized query execution models execution as message passing between relations in the join graph and pushes…

数据库 · 计算机科学 2022-10-11 Zezhou Huang , Eugene Wu

Relational joins are at the core of relational algebra, which in turn is the core of the standard database query language SQL. As their evaluation is expensive and very often dominated by the output size, it is an important task for…

数据库 · 计算机科学 2017-11-13 Albert Atserias , Martin Grohe , Dániel Marx

Static (offline) techniques for mapping applications given by task graphs to MPSoC systems often deliver overly pessimistic and thus suboptimal results w.r.t. exploiting time slack in order to minimize the energy consumption. This holds…

数据结构与算法 · 计算机科学 2019-12-20 Bertrand Simon , Joachim Falk , Nicole Megow , Jürgen Teich

With the rapid advancement of blockchain technology, a significant trend is the adoption of Directed Acyclic Graphs (DAGs) as an alternative to traditional chain-based architectures for organizing ledger records. Systems like IOTA, which…

密码学与安全 · 计算机科学 2025-02-18 Seyyed Ali Aghamiri , Reza Sharifnia , Ahmad Khonsari

Evaluating query predicates on data samples is the only way to estimate their selectivity in certain scenarios. Finding a guaranteed optimal query plan is not a reasonable optimization goal in those cases as it might require an infinite…

数据库 · 计算机科学 2015-11-06 Immanuel Trummer , Christoph Koch

With the growing popularity, the number of data sources and the amount of data has been growing very fast in recent years. The distribution of operational data on disperse data sources impose a challenge on processing user queries. In such…

数据库 · 计算机科学 2016-02-16 Vikash Mishra , Vikram Singh

SQL/PGQ is a new standard that integrates graph querying into relational systems, allowing users to freely switch between graph patterns and SQL. Our experiments show performance gaps between these models, as queries written in both…

数据库 · 计算机科学 2025-05-13 Hadar Rotschield , Liat Peterfreund

Minimizing intermediate results is critical for efficient multi-join query processing. Although the seminal Yannakakis algorithm offers strong guarantees for acyclic queries, cyclic queries remain an open challenge. In this paper, we…

数据库 · 计算机科学 2025-10-30 Yujun He , Hangdong Zhao , Simon Frisk , Yifei Yang , Kevin Kristensen , Paraschos Koutris , Xiangyao Yu

Random directed acyclic graphs (DAGs) based on imposing an order on Erd\H{o}s-R\'enyi and scale free random graphs are widely used for evaluating causal discovery algorithms. We show that in such DAGs, the set of nodes reachable via open…

统计方法学 · 统计学 2026-05-08 Alexander G. Reisach , Antoine Chambaz , Gilles Blanchard , Sebastian Weichwald

In modern large-scale distributed systems, analytics jobs submitted by various users often share similar work, for example scanning and processing the same subset of data. Instead of optimizing jobs independently, which may result in…

数据库 · 计算机科学 2018-05-23 Pietro Michiardi , Damiano Carra , Sara Migliorini

The Join Order Benchmark (JOB) has become the de facto standard to assess the performance of relational database query optimizers due to its complexity and completeness. In order to compute the optimal execution plan -- join order --…

数据库 · 计算机科学 2021-11-02 Asoke Datta , Yesdaulet Izenov , Brian Tsan , Florin Rusu

This paper has been withdrawn by the authors. We present a framework for sequential decision making in problems described by graphical models. The setting is given by dependent discrete random variables with associated costs or revenues. In…

应用统计 · 统计学 2013-07-01 Gabriele Martinelli , Jo Eidsvik , Ragnar Hauge

We study a class of aggregate-join queries with multiple aggregation operators evaluated over annotated relations. We show that straightforward extensions of standard multiway join algorithms and generalized hypertree decompositions (GHDs)…

数据库 · 计算机科学 2015-12-11 Manas Joglekar , Rohan Puttagunta , Christopher Ré