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As performance gains through scaling data and/or model size experience diminishing returns, it is becoming increasingly popular to turn to ensembling, where the predictions of multiple models are combined to improve accuracy. In this paper,…

机器学习 · 统计学 2024-11-04 Hyunsuk Kim , Liam Hodgkinson , Ryan Theisen , Michael W. Mahoney

We propose an explanation of the structure of the best known sorting networks for 16 elements with respect to the complexity and to the depth due to Green and van Voorhis.

数据结构与算法 · 计算机科学 2018-10-29 Igor S. Sergeev

We present a new method for scaling automatic configuration of computer networks. The key idea is to relax the computationally hard search problem of finding a configuration that satisfies a given specification into an approximate objective…

网络与互联网体系结构 · 计算机科学 2022-11-04 Luca Beurer-Kellner , Martin Vechev , Laurent Vanbever , Petar Veličković

This paper considers vector network coding solutions based on rank-metric codes and subspace codes. The main result of this paper is that vector solutions can significantly reduce the required alphabet size compared to the optimal scalar…

信息论 · 计算机科学 2018-01-16 Tuvi Etzion , Antonia Wachter-Zeh

We study parallel comparison-based algorithms for finding all equivalence classes of a set of $n$ elements, where sorting according to some total order is not possible. Such scenarios arise, for example, in applications, such as in…

数据结构与算法 · 计算机科学 2016-05-13 William E. Devanny , Michael T. Goodrich , Kristopher Jetviroj

An additive noise channel is considered, in which the distribution of the noise is nonparametric and unknown. The problem of learning encoders and decoders based on noise samples is considered. For uncoded communication systems, the problem…

信息论 · 计算机科学 2021-11-17 Nir Weinberger

We consider the multi-broadcast problem in arbitrary connected radio networks consisting of $n$ nodes. There are $k$ designated source nodes for some fixed $k \in \{1,\ldots,n\}$, and each source node has a distinct piece of information…

分布式、并行与集群计算 · 计算机科学 2021-04-20 Colin Krisko , Avery Miller

Label noise is pervasive in various real-world scenarios, posing challenges in supervised deep learning. Deep networks are vulnerable to such label-corrupted samples due to the memorization effect. One major stream of previous methods…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Zeren Sun , Yazhou Yao , Tongliang Liu , Zechao Li , Fumin Shen , Jinhui Tang

In this paper we propose a set of guidelines to select a solver for the solution of nonlinear programming problems. With this in mind, we present a comparison of the convergence performances of commonly used solvers for both unconstrained…

最优化与控制 · 数学 2024-03-18 Giovanni Lavezzi , Kidus Guye , Marco Ciarcià

We formulate selecting the best optimizing system (SBOS) problems and provide solutions for those problems. In an SBOS problem, a finite number of systems are contenders. Inside each system, a continuous decision variable affects the…

统计方法学 · 统计学 2025-11-04 Nian Si , Yifu Tang , Zeyu Zheng

We investigate to what extent the degree sequence of a directed network constrains the number of driver nodes. We develop a pair of algorithms that take a directed degree sequence as input and aim to output a network with the maximum or…

物理与社会 · 物理学 2020-03-24 Abdorasoul Ghasemi , Márton Pósfai , Raissa M. D'Souza

We address in this paper the problem of multi-channel signal sequence labeling. In particular, we consider the problem where the signals are contaminated by noise or may present some dephasing with respect to their labels. For that, we…

机器学习 · 计算机科学 2010-07-26 Rémi Flamary , Benjamin Labbé , Alain Rakotomamonjy

We consider the problem of block-coded communication, where in each block, the channel law belongs to one of two disjoint sets. The decoder is aimed to decode only messages that have undergone a channel from one of the sets, and thus has to…

信息论 · 计算机科学 2015-09-08 Nir Weinberger , Neri Merhav

When managing wide-area networks, network architects must decide how to balance multiple conflicting metrics, and ensure fair allocations to competing traffic while prioritizing critical traffic. The state of practice poses challenges since…

编程语言 · 计算机科学 2022-07-05 Yanjun Wang , Zixuan Li , Chuan Jiang , Xiaokang Qiu , Sanjay G. Rao

Motivated by communication channels in which the transmitted sequences are subject to random permutations, as well as by certain DNA storage systems, we study the error control problem in settings where the information is stored/transmitted…

信息论 · 计算机科学 2020-08-13 Mladen Kovačević , Vincent Y. F. Tan

We study maximum selection and sorting of $n$ numbers using pairwise comparators that output the larger of their two inputs if the inputs are more than a given threshold apart, and output an adversarially-chosen input otherwise. We consider…

数据结构与算法 · 计算机科学 2016-06-10 Jayadev Acharya , Moein Falahatgar , Ashkan Jafarpour , Alon Orlitsky , Ananda Theertha Suresh

Although many authors have considered how many ternary comparisons it takes to sort a multiset $S$ of size $n$, the best known upper and lower bounds still differ by a term linear in $n$. In this paper we restrict our attention to online…

数据结构与算法 · 计算机科学 2009-07-07 Travis Gagie , Yakov Nekrich

Scenario-based optimization problems can be solved via Benders decomposition, which separates first-stage (master problem) decisions from second-stage (subproblem) recourse actions and iteratively refines the master problem with Benders…

最优化与控制 · 数学 2026-04-13 Tim Donkiewicz

Sensor networks, such as ultra-wideband sensors for the smart warehouse, may need to run distributed algorithms for automatically determining a topological layout. In this paper, we present 5 different self-stabilizing algorithms (their…

分布式、并行与集群计算 · 计算机科学 2022-03-22 Barton F. Cone , Stephen T. Hedetniemi , Lance C. Ingle , Ken Kennedy

A fundamental question in information theory is to quantify the loss of information under a noisy channel. Partial orders and contraction coefficients are typical tools to that end, however, they are often also challenging to evaluate. For…

信息论 · 计算机科学 2026-05-21 Christoph Hirche , Oxana Shaya