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This paper studies distributed resource allocation problem in multi-agent systems, where all the agents cooperatively minimize the sum of their cost functions with global resource constraints over stochastic communication networks. This…

最优化与控制 · 数学 2021-04-27 Tie Ding , Shanying Zhu , Cailian Chen , Xinping Guan

We re-visit the global - relative to control policies - stability of multiclass queueing networks. In these, as is known, it is generally insufficient that the nominal utilization at each server is below 100%. Certain policies, although…

最优化与控制 · 数学 2024-03-08 Feiyang Zhao , Itai Gurvich , John Hasenbein

We consider the problem of scheduling in constrained queueing networks with a view to minimizing packet delay. Modern communication systems are becoming increasingly complex, and are required to handle multiple types of traffic with widely…

机器学习 · 计算机科学 2021-05-04 Mohammani Zaki , Avi Mohan , Aditya Gopalan , Shie Mannor

Information-theoretic arguments focus on modeling the reliability of information transmission, assuming availability of infinite data at sources, thus ignoring randomness in message generation times at the respective sources. However, in…

网络与互联网体系结构 · 计算机科学 2009-09-29 K. C. V. Kalyanarama Sesha Sayee

Traffic assignment analyzes traffic flows in road networks that emerge due to traveler interaction. Traditionally, travelers are assumed to use private cars, so road costs grow with the number of users due to congestion. However, in…

计算机科学与博弈论 · 计算机科学 2025-02-10 Thomas Bläsius , Adrian Feilhauer , Markus Jung , Moritz Laupichler , Peter Sanders , Michael Zündorf

We propose a novel approach to address one aspect of the non-stationarity problem in multi-agent reinforcement learning (RL), where the other agents may alter their policies due to environment changes during execution. This violates the…

机器学习 · 计算机科学 2019-12-03 Yixiang Wang , Feng Wu

In the today's Internet and TCP/IP-networks, the queueing of packets is commonly implemented using the protocol FIFO (First In First Out). Unfortunately, FIFO performs poorly in the Adversarial Queueing Theory. Other queueing strategies are…

网络与互联网体系结构 · 计算机科学 2008-05-07 Michael Hilker , Christoph Schommer

Autonomous agents are promising in applications such as intelligent transportation and smart manufacturing, and scheduling of agents has to take their inertial constraints into consideration. Most current researches require the obedience of…

系统与控制 · 电气工程与系统科学 2022-11-16 Feihong Yang , Yuan Shen

A resilient distributed algorithm is proposed to solve the distributed resource allocation problem of a first-order nonlinear multi-agent system who is subject to false data injection (FDI) attacks. An intelligent attacker injects false…

最优化与控制 · 数学 2022-12-07 Xin Cai , Xinyuan Nan , Binpeng Gao

Oftentimes, environments for sequential decision-making problems can be quite sparse in the provision of evaluative feedback to guide reinforcement-learning agents. In the extreme case, long trajectories of behavior are merely punctuated…

机器学习 · 计算机科学 2023-08-22 Akash Velu , Skanda Vaidyanath , Dilip Arumugam

Recent advances in wireless technologies have enabled many new applications in Intelligent Transportation Systems (ITS) such as collision avoidance, cooperative driving, congestion avoidance, and traffic optimization. Due to the vulnerable…

网络与互联网体系结构 · 计算机科学 2012-10-22 Mina Guirguis , George Atia

High-performance autonomy often must operate at the boundaries of safety. When external agents are present in a system, the process of ensuring safety without sacrificing performance becomes extremely difficult. In this paper, we present an…

机器人学 · 计算机科学 2021-10-05 Stanley Bak , Johannes Betz , Abhinav Chawla , Hongrui Zheng , Rahul Mangharam

Learning optimal behavior policy for each agent in multi-agent systems is an essential yet difficult problem. Despite fruitful progress in multi-agent reinforcement learning, the challenge of addressing the dynamics of whether two agents…

机器学习 · 计算机科学 2023-12-12 Kunyang Lin , Yufeng Wang , Peihao Chen , Runhao Zeng , Siyuan Zhou , Mingkui Tan , Chuang Gan

This paper characterizes the performance of interference alignment (IA) technique taking into account the dynamic traffic pattern and the probing/feedback cost. We consider a time-division duplex (TDD) system where transmitters acquire…

信息论 · 计算机科学 2016-11-18 Matha Deghel , Mohamad Assaad , Mérouane Debbah , Anthony Ephremides

Ubiquitous mobile computing have enabled ride-hailing services to collect vast amounts of behavioral data of riders and drivers and optimize supply and demand matching in real time. While these mobility service providers have some degree of…

机器学习 · 计算机科学 2021-02-16 Takuma Oda

Parallel server systems in transportation, manufacturing, and computing heavily rely on dynamic routing using connected cyber components for computation and communication. Yet, these components remain vulnerable to random malfunctions and…

系统与控制 · 电气工程与系统科学 2023-08-22 Qian Xie , Jiayi Wang , Li Jin

To support reliable and low-latency communication, Time-Sensitive Networking introduced protocols and interfaces for resource allocation in Ethernet. However, the implementation of these allocation algorithms has not yet been covered by the…

网络与互联网体系结构 · 计算机科学 2025-08-27 Lisa Maile , Kai-Steffen Hielscher , Reinhard German

We propose and analyze a recipient-anonymous stochastic routing model to study a fundamental trade-off between anonymity and routing delay. An agent wants to quickly reach a goal vertex in a network through a sequence of routing actions,…

计算机科学与博弈论 · 计算机科学 2021-01-01 Mine Su Erturk , Kuang Xu

Planning algorithms are used in computational systems to direct autonomous behavior. In a canonical application, for example, planning for autonomous vehicles is used to automate the static or continuous planning towards performance,…

密码学与安全 · 计算机科学 2022-05-03 Valentin Vie , Ryan Sheatsley , Sophia Beyda , Sushrut Shringarputale , Kevin Chan , Trent Jaeger , Patrick McDaniel

Motivated by our collaboration with a major refugee resettlement agency in the U.S., we study a dynamic matching problem where each new arrival (a refugee case) must be matched immediately and irrevocably to one of the static resources (a…

数据结构与算法 · 计算机科学 2025-07-03 Kirk Bansak , Soonbong Lee , Vahideh Manshadi , Rad Niazadeh , Elisabeth Paulson