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For over a decade now, robotics and the use of artificial agents have become a common thing.Testing the performance of new path finding or search space optimization algorithms has also become a challenge as they require simulation or an…

机器学习 · 计算机科学 2022-07-29 Jerin Paul Selvan , Pravin S. Game

Fluid antenna systems (FAS) are an emerging technology that promises a significant diversity gain even in the smallest spaces. Motivated by the groundbreaking potentials of liquid antennas, researchers in the wireless communication…

信息论 · 计算机科学 2023-01-02 Malek Khammassi , Abla Kammoun , Mohamed-Slim Alouini

Multi-access edge computing (MEC) technology is a promising solution to assist power-constrained IoT devices by providing additional computing resources for time-sensitive tasks. In this paper, we consider the problem of optimal task…

信息论 · 计算机科学 2025-02-03 Shubham Aggarwal , Muhammad Aneeq uz Zaman , Melih Bastopcu , Sennur Ulukus , Tamer Başar

The online bipartite matching problem, extensively studied in the literature, deals with the allocation of online arriving vertices (items) to a predetermined set of offline vertices (agents). However, little attention has been given to the…

计算机科学与博弈论 · 计算机科学 2024-10-28 MohammadTaghi Hajiaghayi , Shayan Chashm Jahan , Mohammad Sharifi , Suho Shin , Max Springer

Today's online platforms heavily lean on algorithmic recommendations for bolstering user engagement and driving revenue. However, these recommendations can impact multiple stakeholders simultaneously -- the platform, items (sellers), and…

信息检索 · 计算机科学 2024-05-28 Qinyi Chen , Jason Cheuk Nam Liang , Negin Golrezaei , Djallel Bouneffouf

The growing relevance of multi-agent systems has drawn increasing focus on communication-efficient filters for collaborative perception to alleviate the system's communication burden. While the event-triggered (ET) mechanism can improve…

多智能体系统 · 计算机科学 2026-05-05 Jirong Zha , Chenyu Zhao , Nan Zhou , Zhenyu Liu , Tao Sun , Bin Zhang , Xiaochun Zhang , Xinlei Chen

We propose a novel exact algorithm for the transportation problem, one of the paradigmatic network optimization problems. The algorithm, denoted Iterated Inside Out, requires in input a basic feasible solution and is composed by two main…

最优化与控制 · 数学 2023-03-30 Roberto Bargetto , Federico Della Croce , Rosario Scatamacchia

Resonant Beam Charging (RBC) is the Wireless Power Transfer (WPT) technology, which can provide high-power, long-distance, mobile, and safe wireless charging for Internet of Things (IoT) devices. Supporting multiple IoT devices charging…

系统与控制 · 计算机科学 2018-09-26 Wen Fang , Qingqing Zhang , Qingwen Liu , Jun Wu , Pengfei Xia

Federated Learning (FL) enables collaborative model training across distributed devices while preserving data privacy. Nonetheless, the heterogeneity of edge devices often leads to inconsistent performance of the globally trained models,…

机器学习 · 计算机科学 2025-05-13 Lin Wang , Zhichao Wang , Ye Shi , Sai Praneeth Karimireddy , Xiaoying Tang

Much of machine learning research focuses on predictive accuracy: given a task, create a machine learning model (or algorithm) that maximizes accuracy. In many settings, however, the final prediction or decision of a system is under the…

计算机与社会 · 计算机科学 2022-06-02 Kate Donahue , Alexandra Chouldechova , Krishnaram Kenthapadi

Federated learning aims to construct a global model that fits the dataset distributed across local devices without direct access to private data, leveraging communication between a server and the local devices. In the context of a practical…

机器学习 · 计算机科学 2024-04-04 Jaeyoung Song , Sang-Woon Jeon

Dealing with broadcast scenarios has become a relevant topic in the scientific community. Because of interference, resource management presents a challenge, specially when spatial diversity is introduced. Many researches presented…

信号处理 · 电气工程与系统科学 2020-07-17 Pol Henarejos

Design of energy efficient protocols for modern wireless systems has become an important area of research. In this paper, we propose a distributed optimization algorithm for the channel assignment problem for multiple interfering…

网络与互联网体系结构 · 计算机科学 2018-02-16 Oshri Naparstek , S. M. Zafaruddin , Amir Leshem , Eduard Jorswieck

Many real-world applications pose challenges in incorporating fairness constraints into the $k$-center clustering problem, where the dataset consists of $m$ demographic groups, each with a specified upper bound on the number of centers to…

数据结构与算法 · 计算机科学 2026-01-19 Longkun Guo , Zeyu Lin , Chaoqi Jia , Chao Chen

Aiding the ground cellular network with aerial base stations carried by drones has experienced an intensive raise of interest in the past years. Reconfigurable air-to-ground channels enable aerial stations to enhance users access links by…

网络与互联网体系结构 · 计算机科学 2023-07-13 Edgar Arribas , Vincenzo Mancuso , Vicent Cholvi

On two-sided matching platforms such as online dating and recruiting, recommendation algorithms often aim to maximize the total number of matches. However, this objective creates an imbalance, where some users receive far too many matches…

机器学习 · 计算机科学 2026-05-20 Ren Kishimoto , Rikiya Takehi , Koichi Tanaka , Masahiro Nomura , Riku Togashi , Yoji Tomita , Yuta Saito

We advocate a new resource allocation framework, which we term resource rationing, for wireless federated learning (FL). Unlike existing resource allocation methods for FL, resource rationing focuses on balancing resources across learning…

信号处理 · 电气工程与系统科学 2021-04-15 Cong Shen , Jie Xu , Sihui Zheng , Xiang Chen

Automated data-driven decision-making systems are ubiquitous across a wide spread of online as well as offline services. These systems, depend on sophisticated learning algorithms and available data, to optimize the service function for…

机器学习 · 计算机科学 2019-07-18 Wenbin Zhang , Eirini Ntoutsi

The explosive growth of data fuels data-driven research, facilitating progress across diverse domains. The FAIR principles emerge as a guiding standard, aiming to enhance the findability, accessibility, interoperability, and reusability of…

计算与语言 · 计算机科学 2024-08-12 Tingyan Ma , Wei Liu , Bin Lu , Xiaoying Gan , Yunqiang Zhu , Luoyi Fu , Chenghu Zhou

Mechanism design in resource allocation studies dividing limited resources among self-interested agents whose satisfaction with the allocation depends on privately held utilities. We consider the problem in a payment-free setting, with the…

计算机科学与博弈论 · 计算机科学 2025-01-03 Sihan Zeng , Sujay Bhatt , Alec Koppel , Sumitra Ganesh