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Edge-centric distributed computations have appeared as a recent technique to improve the shortcomings of think-like-a-vertex algorithms on large scale-free networks. In order to increase parallelism on this model, edge partitioning -…

数据结构与算法 · 计算机科学 2018-10-12 Sebastian Schlag , Christian Schulz , Daniel Seemaier , Darren Strash

The super point, a host which communicates with lots of others, is a kind of special hosts gotten great focus. Mining super point at the edge of a network is the foundation of many network research fields. In this paper, we proposed the…

分布式、并行与集群计算 · 计算机科学 2019-01-29 Jie Xu , Wei Ding , Xiaoyan Hu

Artificial intelligence has recently experienced remarkable advances, fueled by large models, vast datasets, accelerated hardware, and, last but not least, the transformative power of differentiable programming. This new programming…

机器学习 · 计算机科学 2025-06-25 Mathieu Blondel , Vincent Roulet

Recognition and reasoning are two pillars of visual understanding. However, these tasks have an imbalance in focus; whereas recent advances in neural networks have shown strong empirical performance in visual recognition, there has been…

计算机视觉与模式识别 · 计算机科学 2023-11-14 Calvin Luo , Boqing Gong , Ting Chen , Chen Sun

This paper presents the first generic bi-objective binary linear branch-and-cut algorithm. Studying the impact of valid inequalities in solution and objective spaces, two cutting frameworks are proposed. The multi-point separation problem…

离散数学 · 计算机科学 2024-10-14 Pierre Fouilhoux , Lucas Létocart , Yue Zhang

Multiresolution analysis and matrix factorization are foundational tools in computer vision. In this work, we study the interface between these two distinct topics and obtain techniques to uncover hierarchical block structure in symmetric…

计算机视觉与模式识别 · 计算机科学 2017-05-17 Vamsi K. Ithapu , Risi Kondor , Sterling C. Johnson , Vikas Singh

The optimization of expensive-to-evaluate black-box functions over combinatorial structures is an ubiquitous task in machine learning, engineering and the natural sciences. The combinatorial explosion of the search space and costly…

机器学习 · 统计学 2018-10-11 Ricardo Baptista , Matthias Poloczek

The $\lambda$-calculus is a handy formalism to specify the evaluation of higher-order programs. It is not very handy, however, when one interprets the specification as an execution mechanism, because terms can grow exponentially with the…

计算机科学中的逻辑 · 计算机科学 2019-07-16 Andrea Condoluci , Beniamino Accattoli , Claudio Sacerdoti Coen

The success of neural networks such as convolutional neural networks (CNNs) has been largely attributed to their effective and widespread deployment on customised computing platforms, including field-programmable gate arrays (FPGAs) and…

分布式、并行与集群计算 · 计算机科学 2025-11-12 Zhuoheng Ran , Chong Wu , Renjie Xu , Maolin Che , Hong Yan

The main deficiency of the algorithms running on digital computers nowadays is their inability to change themselves during the execution. In line with this, the paper introduces the so-called replicated algorithms, inspired by the concept…

神经与进化计算 · 计算机科学 2023-04-27 Iztok Fister , Iztok Fister

Positive linear programs (LP), also known as packing and covering linear programs, are an important class of problems that bridges computer science, operations research, and optimization. Despite the consistent efforts on this problem, all…

数据结构与算法 · 计算机科学 2016-11-15 Zeyuan Allen-Zhu , Lorenzo Orecchia

Quantum circuits consisting of Clifford and matchgates are two classes of circuits that are known to be efficiently simulatable on a classical computer. We introduce a unified framework that shows in a transparent way the special structure…

量子物理 · 物理学 2024-05-24 Igor Ermakov , Oleg Lychkovskiy , Tim Byrnes

The goal of inductive logic programming is to induce a logic program (a set of logical rules) that generalises training examples. Inducing programs with many rules and literals is a major challenge. To tackle this challenge, we introduce an…

机器学习 · 计算机科学 2023-08-21 Andrew Cropper , Céline Hocquette

As two fundamental problems, graph cuts and graph matching have been investigated over decades, resulting in vast literature in these two topics respectively. However the way of jointly applying and solving graph cuts and matching receives…

计算机视觉与模式识别 · 计算机科学 2017-11-28 Tianshu Yu , Junchi Yan , Jieyi Zhao , Baoxin Li

Pbit, besides its simplicity, is definitely the fastest list sorting algorithm. It considerably surpasses all already known methods. Among many advantages, it is stable, linear and be made to run in place. I will compare Pbit with algorithm…

数据结构与算法 · 计算机科学 2007-05-23 David S. Płaneta

This work presents a formalization of the theorem of existence of most general unifiers in first-order signatures in the higher-order proof assistant PVS. The distinguishing feature of this formalization is that it remains close to the…

计算机科学中的逻辑 · 计算机科学 2012-03-29 Andréia B Avelar , André L Galdino , Flávio LC de Moura , Mauricio Ayala-Rincón

An efficient numerical algorithm for the computation of linking number is presented. The algorithm keep tracks or rounding error so that it can ensure the correctness of the results.

代数拓扑 · 数学 2020-01-01 Enrico Bertolazzi , Riccardo Ghiloni , Ruben Specogna

Distributed algorithms have been playing an increasingly important role in many applications such as machine learning, signal processing, and control. Significant research efforts have been devoted to developing and analyzing new algorithms…

机器学习 · 计算机科学 2022-11-03 Xinwei Zhang , Mingyi Hong , Nicola Elia

In the current era of Big Data, data engineering has transformed into an essential field of study across many branches of science. Advancements in Artificial Intelligence (AI) have broadened the scope of data engineering and opened up new…

While time complexity and space complexity of an algorithm helps to determine its efficiency when time or space needs to be optimized respectively, they fail to determine the more efficient algorithm when time and space both need to be…

数据结构与算法 · 计算机科学 2024-06-25 Arya Chakraborty