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Game theory provides the gold standard for analyzing adversarial engagements, offering strong optimality guarantees. However, these guarantees often become brittle when assumptions such as perfect information are violated. Reinforcement…

机器学习 · 计算机科学 2026-03-18 Goutam Das , Michael Dorothy , Kyle Volle , Daigo Shishika

Achieving persistent tracking of multiple dynamic targets over a large spatial area poses significant challenges for a single-robot system with constrained sensing capabilities. As the robot moves to track different targets, the ones…

机器人学 · 计算机科学 2025-10-22 Junbin Yuan , Brady Moon , Muqing Cao , Sebastian Scherer

This paper presents a distributed, efficient, scalable and real-time motion planning algorithm for a large group of agents moving in 2 or 3-dimensional spaces. This algorithm enables autonomous agents to generate individual trajectories…

人工智能 · 计算机科学 2019-09-13 Samaneh Hosseini Semnani , Anton de Ruiter , Hugh Liu

Most offline RL algorithms return optimal policies but do not provide statistical guarantees on desirable behaviors. This could generate reliability issues in safety-critical applications, such as in some multiagent domains where agents,…

We propose a dynamical trapping system composed of multiple chasers subject to target-tracking forces utilizing the velocity and position information of a single escaping target. To successfully capture the target, dividing chasers into…

软凝聚态物质 · 物理学 2026-04-27 Guo-Jie Jason Gao

We study the problem of allocating $T$ sequentially arriving items among $n$ homogeneous agents under the constraint that each agent must receive a pre-specified fraction of all items, with the objective of maximizing the agents' total…

计算机科学与博弈论 · 计算机科学 2022-09-27 Steven Yin , Shipra Agrawal , Assaf Zeevi

In this paper, we consider a class of workspace partitioning problems that arise in the context of area coverage and spatial load balancing for spatially distributed heterogeneous multi-agent networks. It is assumed that each agent has…

系统与控制 · 电气工程与系统科学 2020-10-01 Efstathios Bakolas

We study the problem of minimizing the resource capacity of autonomous agents cooperating to achieve a shared task. More specifically, we consider high-level planning for a team of homogeneous agents that operate under resource constraints…

多智能体系统 · 计算机科学 2021-05-05 Murat Cubuktepe , František Blahoudek , Ufuk Topcu

We consider the problem of determining the optimal composition of a heterogeneous multi-agent team for coverage problems by including costs associated with different agents and subject to an upper bound on the maximal allowable number of…

系统与控制 · 电气工程与系统科学 2020-06-30 Chuangchuang Sun , Shirantha Welikala , Christos G. Cassandras

In this article we propose a game-theoretic approach to the multi-robot task allocation problem using the framework of global games. Each task is associated with a global signal, a real-valued number that captures the task execution…

机器人学 · 计算机科学 2025-01-06 Logan Beaver

In post-disaster scenarios, efficient search and rescue operations involve collaborative efforts between robots and humans. Existing planning approaches focus on specific aspects but overlook crucial elements like information gathering,…

机器人学 · 计算机科学 2023-09-25 Hamid Osooli , Paul Robinette , Kshitij Jerath , S. Reza Ahmadzadeh

Interdicting a criminal with limited police resources is a challenging task as the criminal changes location over time. The size of the large transportation network further adds to the difficulty of this scenario. To tackle this issue, we…

人工智能 · 计算机科学 2026-04-08 Sukanya Samanta , Kei Kimura , Makoto Yokoo , Palash Dey

We consider a multi-player multi-armed bandit setting in the presence of adversaries that attempt to negatively affect the rewards received by the players in the system. The reward distributions for any given arm are heterogeneous across…

机器学习 · 统计学 2025-01-31 Akshayaa Magesh , Venugopal V. Veeravalli

In this paper we are interested in the task of searching and tracking multiple moving targets in a bounded surveillance area with a group of autonomous mobile agents. More specifically, we assume that targets can appear and disappear at…

系统与控制 · 电气工程与系统科学 2023-02-02 Savvas Papaioannou , Panayiotis Kolios , Theocharis Theocharides , Christos G. Panayiotou , Marios M. Polycarpou

Currently the Dempster-Shafer based algorithm and Uniform Random Probability based algorithm are the preferred method of resolving security games, in which defenders are able to identify attackers and only strategy remained ambiguous.…

人工智能 · 计算机科学 2015-08-11 Hossein Khani , Mohsen Afsharchi

In multi-agent applications such as surveillance and logistics, fleets of mobile agents are often expected to coordinate and safely visit a large number of goal locations as efficiently as possible. The multi-agent planning problem in these…

机器人学 · 计算机科学 2021-11-09 Zhongqiang Ren , Sivakumar Rathinam , Howie Choset

In this work, a novel distributed search-planning framework is proposed, where a dynamically varying team of autonomous agents cooperate in order to search multiple objects of interest in three-dimension (3-D). It is assumed that the agents…

系统与控制 · 电气工程与系统科学 2023-04-19 Savvas Papaioannou , Panayiotis Kolios , Theocharis Theocharides , Christos G. Panayiotou , Marios M. Polycarpou

Allocating tasks to heterogeneous robot teams in environments with uncertain task requirements is a fundamentally challenging problem. Redundantly assigning multiple robots to such tasks is overly conservative, while purely reactive…

机器人学 · 计算机科学 2026-03-23 Ben Rossano , Jaein Lim , Jonathan P. How

In this paper, we investigate a special case of the static aircraft landing problem (ALP) with the objective to optimize landing sequences and landing times for a set of air planes. The problem is to land the planes on one or multiple…

数据结构与算法 · 计算机科学 2016-11-18 Abhishek Awasthi , Oliver Kramer , Jörg Lässig

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
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