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A distributed algorithm is self-stabilizing if after faults and attacks hit the system and place it in some arbitrary global state, the systems recovers from this catastrophic situation without external intervention in finite time.…

数据结构与算法 · 计算机科学 2009-09-29 Samuel Bernard , Stéphane Devismes , Maria Gradinariu Potop-Butucaru , Sébastien Tixeuil

In the distributed backup-placement problem each node of a network has to select one neighbor, such that the maximum number of nodes that make the same selection is minimized. This is a natural relaxation of the perfect matching problem, in…

分布式、并行与集群计算 · 计算机科学 2019-08-19 Leonid Barenboim , Gal Oren

We study a general class of dynamic multi-agent decision problems with asymmetric information and non-strategic agents, which includes dynamic teams as a special case. When agents are non-strategic, an agent's strategy is known to the other…

多智能体系统 · 计算机科学 2018-12-05 Hamidreza Tavafoghi , Yi Ouyang , Demosthenis Teneketzis

This paper deals with an optimization problem over a network of agents, where the cost function is the sum of the individual objectives of the agents and the constraint set is the intersection of local constraints. Most existing methods…

最优化与控制 · 数学 2018-06-20 Van Sy Mai , Eyad H. Abed

Dynamically maintaining the minimum cut in a graph $G$ under edge insertions and deletions is a fundamental problem in dynamic graph algorithms for which no conditional lower bound on the time per operation exists. In an $n$-node graph the…

数据结构与算法 · 计算机科学 2025-01-07 Antoine El-Hayek , Monika Henzinger , Jason Li

Autonomous agents powered by large language models (LLMs) have shown impressive capabilities in tool manipulation for complex task-solving. However, existing paradigms such as ReAct rely on sequential reasoning and execution, failing to…

人工智能 · 计算机科学 2025-10-30 Jiaqi Wu , Qinlao Zhao , Zefeng Chen , Kai Qin , Yifei Zhao , Xueqian Wang , Yuhang Yao

We explore the use of graph neural networks (GNNs) to model spatial processes in which there is no a priori graphical structure. Similar to finite element analysis, we assign nodes of a GNN to spatial locations and use a computational…

Understanding travel demand and behavior, particularly route and mode choices, is critical for effective transportation planning and policy design in multi-modal systems with emerging mobility options. Multi-modal system-level data, such as…

系统与控制 · 电气工程与系统科学 2026-03-04 Xiaoyu Ma , Sean Qian

Several mobile agents, modelled as deterministic automata, navigate in an infinite line in synchronous rounds. All agents start in the same round. In each round, an agent can move to one of the two neighboring nodes, or stay idle. Agents…

分布式、并行与集群计算 · 计算机科学 2025-07-08 Younan Gao , Andrzej Pelc

Real-world planning problems often involve hundreds or even thousands of objects, straining the limits of modern planners. In this work, we address this challenge by learning to predict a small set of objects that, taken together, would be…

机器学习 · 计算机科学 2020-12-10 Tom Silver , Rohan Chitnis , Aidan Curtis , Joshua Tenenbaum , Tomas Lozano-Perez , Leslie Pack Kaelbling

We present a novel graph neural network we call AgentNet, which is designed specifically for graph-level tasks. AgentNet is inspired by sublinear algorithms, featuring a computational complexity that is independent of the graph size. The…

机器学习 · 计算机科学 2023-03-01 Karolis Martinkus , Pál András Papp , Benedikt Schesch , Roger Wattenhofer

Open ad hoc teamwork is the problem of training a single agent to efficiently collaborate with an unknown group of teammates whose composition may change over time. A variable team composition creates challenges for the agent, such as the…

多智能体系统 · 计算机科学 2023-10-31 Arrasy Rahman , Ignacio Carlucho , Niklas Höpner , Stefano V. Albrecht

In this paper, we study the zero-error capacity of channels with memory, which are represented by graphs. We provide a method to construct code for any graph with one edge, thereby determining a lower bound on its zero-error capacity.…

信息论 · 计算机科学 2024-06-26 Qi Cao , Qi Chen , Baoming Bai

Butterflies, or 4-cycles in bipartite graphs, are crucial for identifying cohesive structures and dense subgraphs. While agent-based data mining is gaining prominence, its application to bipartite networks remains relatively unexplored. We…

分布式、并行与集群计算 · 计算机科学 2025-06-24 Prabhat Kumar Chand , Apurba Das , Anisur Rahaman Molla

This paper introduces the Quest Graph, a formal framework for analyzing the capabilities of agentic systems with finite context. We define abstractions that model common reasoning techniques and establish their computational power: the base…

计算复杂性 · 计算机科学 2026-02-17 Chatavut Viriyasuthee

We present a multi-scale forward search algorithm for distributed agents to solve single-query shortest path planning problems. Each agent first builds a representation of its own search space of the common environment as a multi-resolution…

多智能体系统 · 计算机科学 2019-10-10 Jaein Lim , Panagiotis Tsiotras

Recent advances in neural networks have led to significant computational and memory demands, spurring interest in one-bit weight compression to enable efficient inference on resource-constrained devices. However, the theoretical…

机器学习 · 计算机科学 2025-10-21 Danil Akhtiamov , Reza Ghane , Babak Hassibi

In this paper we present a deeper analysis than has previously been carried out of a selective attention problem, and the evolution of continuous-time recurrent neural networks to solve it. We show that the task has a rich structure, and…

神经与进化计算 · 计算机科学 2007-05-23 Eldan Goldenberg , Jacob R. Garcowski , Randall D. Beer

We define the following parameter of connected graphs. For a given graph $G$ we place one agent in each vertex of $G$. Every pair of agents sharing a common edge is declared to be acquainted. In each round we choose some matching of $G$…

计算复杂性 · 计算机科学 2014-03-14 Itai Benjamini , Igor Shinkar , Gilad Tsur

A computational engine applied to different representations of the same data can produce different discrete outcomes, with some representations preserving the result and others changing it entirely. A decision-valued map records which…

人工智能 · 计算机科学 2026-02-13 Gil Raitses
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