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In this paper, a stochastic approximation (SA) based distributed algorithm is proposed to solve the resource allocation (RA) with uncertainties. In this problem, a group of agents cooperatively optimize a separable optimization problem with…

最优化与控制 · 数学 2016-11-01 Peng Yi , Jinlong Lei , Yiguang Hong

This paper introduces the Simultaneous assignment problem. Let us given a graph with a weight and a capacity function on its edges, and a set of its subgraphs along with a degree upper bound function for each of them. We are also given a…

数据结构与算法 · 计算机科学 2023-01-24 Péter Madarasi

Part I of this paper considered optimization problems over networks where agents have individual objectives to meet, or individual parameter vectors to estimate, subject to subspace constraints that require the objectives across the network…

多智能体系统 · 计算机科学 2019-07-01 Roula Nassif , Stefan Vlaski , Ali H. Sayed

We study the Second Price Matching problem, introduced by Azar, Birnbaum, Karlin, and Nguyen in 2009. In this problem, a bipartite graph (bidders and goods) is given, and the profit of a matching is the number of matches containing a second…

数据结构与算法 · 计算机科学 2025-05-12 Rom Pinchasi , Neta Singer , Lukas Vogl , Jiaye Wei

Given a set of points in the plane, the \textsc{General Position Subset Selection} problem is that of finding a maximum-size subset of points in general position, i.e., with no three points collinear. The problem is known to be ${\rm…

计算几何 · 计算机科学 2025-04-01 Adrian Dumitrescu

Existing methods for vision-language task planning excel in short-horizon tasks but often fall short in complex, long-horizon planning within dynamic environments. These challenges primarily arise from the difficulty of effectively training…

计算机视觉与模式识别 · 计算机科学 2025-09-18 Xiwen Liang , Min Lin , Weiqi Ruan , Rongtao Xu , Yuecheng Liu , Jiaqi Chen , Bingqian Lin , Yuzheng Zhuang , Xiaodan Liang

The problem of sparse approximation and the closely related compressed sensing have received tremendous attention in the past decade. Primarily studied from the viewpoint of applied harmonic analysis and signal processing, there have been…

信息论 · 计算机科学 2018-10-23 Ali Çivril

In 1976, Knuth asked if the stable marriage problem (SMP) can be generalized to marriages consisting of 3 genders. In 1988, Alkan showed that the natural generalization of SMP to 3 genders ($3$GSM) need not admit a stable marriage. Three…

计算复杂性 · 计算机科学 2014-12-04 Rafail Ostrovsky , Will Rosenbaum

We study an assortment optimization problem under a multi-purchase choice model in which customers choose a bundle of up to one product from each of two product categories. Different bundles have different utilities and the bundle price is…

数据结构与算法 · 计算机科学 2022-10-12 Xin Chen , Jiachun Li , Menglong Li , Tiancheng Zhao , Yuan Zhou

Our preliminary experiment examined a potential pain point with ASSIST, California's database of articulation agreements. That pain point is cross-referencing multiple articulation agreements to manually develop an optimal academic plan.…

人机交互 · 计算机科学 2024-11-20 David V. Nguyen , Shayan Doroudi , Daniel A. Epstein

We study the online Traveling Salesman Problem (TSP) on the line augmented with machine-learned predictions. In the classical problem, there is a stream of requests released over time along the real line. The goal is to minimize the…

数据结构与算法 · 计算机科学 2022-06-02 Themis Gouleakis , Konstantinos Lakis , Golnoosh Shahkarami

Transportation networks frequently employ hub-and-spoke network architectures to route flows between many origin and destination pairs. Hub facilities work as switching points for flows in large networks. In this study, we deal with a…

离散数学 · 计算机科学 2018-03-19 Yuko Kuroki , Tomomi Matsui

A sparse linear programming (SLP) problem is a linear programming problem equipped with a sparsity (or cardinality) constraint, which is nonconvex and discontinuous theoretically and generally NP-hard computationally due to the…

最优化与控制 · 数学 2018-06-05 Chen Zhao , Ziyan Luo , Weiyue Li , Houduo Qi , Naihua Xiu

With the widespread adoption of machine learning systems, the need to curtail their behavior has become increasingly apparent. This is evidenced by recent advancements towards developing models that satisfy robustness, safety, and fairness…

机器学习 · 计算机科学 2024-03-19 Juan Elenter , Luiz F. O. Chamon , Alejandro Ribeiro

We study the max-min fair allocation problem in which a set of $m$ indivisible items are to be distributed among $n$ agents such that the minimum utility among all agents is maximized. In the restricted setting, the utility of each item $j$…

离散数学 · 计算机科学 2016-11-28 T-H. Hubert Chan , Zhihao Gavin Tang , Xiaowei Wu

We introduce a new two-sided stable matching problem that describes the summer internship matching practice of an Australian university. The model is a case between two models of Kamada and Kojima on matchings with distributional…

计算机科学与博弈论 · 计算机科学 2023-10-27 Haris Aziz , Anton Baychkov , Peter Biro

In the roommate matching model, given a set of 2n agents and n rooms, we find an assignment of a pair of agents to a room. Although the roommate matching problem is well studied, the study of the model when agents have preference over both…

计算机科学与博弈论 · 计算机科学 2025-08-21 Jing Leng , Sanjukta Roy

Many allocation problems in multiagent systems rely on agents specifying cardinal preferences. However, allocation mechanisms can be sensitive to small perturbations in cardinal preferences, thus causing agents who make ``small" or…

计算机科学与博弈论 · 计算机科学 2021-07-13 Vijay Menon , Kate Larson

In contrast with many other convex optimization classes, state-of-the-art semidefinite programming solvers are yet unable to efficiently solve large scale instances. This work aims to reduce this scalability gap by proposing a novel…

最优化与控制 · 数学 2018-12-20 Mario Souto , Joaquim D. Garcia , Alvaro Veiga

The presented work addresses two-stage stochastic programs (2SPs), a broadly applicable model to capture optimization problems subject to uncertain parameters with adjustable decision variables. In case the adjustable or second-stage…

最优化与控制 · 数学 2023-07-21 Jan Kronqvist , Boda Li , Jan Rolfes , Shudian Zhao