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Multi-agent systems represent a significant advancement in artificial intelligence, enabling complex problem-solving through coordinated specialized agents. However, these systems face fundamental challenges in context management,…

Multiagent Systems · Computer Science 2025-05-01 Naveen Krishnan

It is important to have multi-agent robotic system specifications that ensure correctness properties of safety and liveness. As these systems have concurrency, and often have dynamic environment, the formal specification and verification of…

Software Engineering · Computer Science 2016-04-20 Nadeem Akhtar , Malik M. Saad Missen

Large language model (LLM) agents are increasingly deployed to tackle complex tasks, often necessitating collaboration among multiple specialized agents. However, multi-agent collaboration introduces new challenges in planning,…

Computation and Language · Computer Science 2025-10-21 Tianyang Xu , Dan Zhang , Kushan Mitra , Estevam Hruschka

Cooperative multi-agent planning (MAP) is a relatively recent research field that combines technologies, algorithms and techniques developed by the Artificial Intelligence Planning and Multi-Agent Systems communities. While planning has…

Artificial Intelligence · Computer Science 2017-11-27 Alejandro Torreño , Eva Onaindia , Antonín Komenda , Michal Štolba

One of the most challenging tasks in software specifications engineering for a multi-agent system is to ensure correctness. As these systems have high concurrency, often have dynamic environments, the formal specification and verification…

Software Engineering · Computer Science 2015-01-22 Nadeem Akhtar

The 2019 Multi-Agent Programming Contest introduced a new scenario, Agents Assemble, where two teams of agents move around a 2D grid and compete to assemble complex block structures. In this paper, we describe the strategies used by our…

Multiagent Systems · Computer Science 2020-06-05 Rafael C. Cardoso , Angelo Ferrando , Fabio Papacchini

In this paper, we describe the strategies used by our team, MLFC, that led us to achieve the 2nd place in the 15th edition of the Multi-Agent Programming Contest. The scenario used in the contest is an extension of the previous edition…

Multiagent Systems · Computer Science 2021-10-19 Rafael C. Cardoso , Angelo Ferrando , Fabio Papacchini , Matt Luckcuck , Sven Linker , Terry R. Payne

Orchestrated multi-agent systems represent the next stage in the evolution of artificial intelligence, where autonomous agents collaborate through structured coordination and communication to achieve complex, shared objectives. This paper…

Multiagent Systems · Computer Science 2026-01-21 Apoorva Adimulam , Rajesh Gupta , Sumit Kumar

The 2019 Multi-Agent Programming Contest (MAPC) scenario poses many challenges for agents participating in the contest. We discuss The Requirement Gatherers' (TRG) approach to handling the various challenges we faced -- including how we…

Multiagent Systems · Computer Science 2020-06-05 Michael Vezina , Babak Esfandiari

The coordination of multiple autonomous vehicles into convoys or platoons is expected on our highways in the near future. However, before such platoons can be deployed, the new autonomous behaviors of the vehicles in these platoons must be…

Artificial Intelligence · Computer Science 2016-02-05 Maryam Kamali , Louise A. Dennis , Owen McAree , Michael Fisher , Sandor M. Veres

Collaborative decision making in multi-agent systems typically requires a predefined communication protocol among agents. Usually, agent-level observations are locally processed and information is exchanged using the predefined protocol,…

Multiagent Systems · Computer Science 2019-11-12 Homagni Saha , Vijay Venkataraman , Alberto Speranzon , Soumik Sarkar

The emergence of large language model agents capable of invoking external tools has created urgent need for formal verification of agent protocols. Two paradigms dominate this space: Schema-Guided Dialogue (SGD), a research framework for…

Artificial Intelligence · Computer Science 2026-03-27 Andreas Schlapbach

Swarm protocols are a recently introduced formalism for specifying, implementing, and verifying peer-to-peer systems called swarms. A swarm consists of distributed agents called machines that communicate by asynchronous event propagation.…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-20 Florian Furbach , Lucas Clorius , Roland Kuhn , Hernán Melgratti , Alceste Scalas , Emilio Tuosto

Multiagent AI systems require consistent communication, but we lack methods to verify that agents share the same understanding of the terms used. Natural language is interpretable but vulnerable to semantic drift, while learned protocols…

Artificial Intelligence · Computer Science 2026-03-20 Philipp Schoenegger , Matt Carlson , Chris Schneider , Chris Daly

This position paper argues that the field of LLM agents requires a unified, telecom-inspired communication protocol to ensure safety, interoperability, and scalability, especially within the context of Next Generation (NextG) networks.…

Networking and Internet Architecture · Computer Science 2025-10-17 Xin Li , Mengbing Liu , Chau Yuen

System correctness is one of the most crucial and challenging objectives in software and hardware systems. With the increasing evolution of connected and distributed systems, ensuring their correctness requires the use of formal…

Logic in Computer Science · Computer Science 2023-10-05 Vadim Malvone

We propose a formal design framework for synthesizing coordination and control policies for cooperative multi-agent systems to accomplish a global mission. The global performance requirements are specified as regular languages while…

Systems and Control · Computer Science 2017-07-19 Jin Dai , Alessandro Benini , Hai Lin , Panos J. Antsaklis , Matthew J. Rutherford , Kimon P. Valavanis

In multi-agent systems, agents possess only local observations of the environment. Communication between teammates becomes crucial for enhancing coordination. Past research has primarily focused on encoding local information into embedding…

Multiagent Systems · Computer Science 2023-11-09 Peihong Yu , Bhoram Lee , Aswin Raghavan , Supun Samarasekara , Pratap Tokekar , James Zachary Hare

Message Sequence Charts (MSCs) are an appealing visual formalism mainly used in the early stages of system design to capture the system requirements. However, if we move towards an implementation, an executable specifications related in…

Software Engineering · Computer Science 2010-09-28 Kamrul Hasan Talukder

The Multi-Agent Programming Contest, MAPC, is an annual event organized since 2005 out of Clausthal University of Technology. Its aim is to investigate the potential of using decentralized, autonomously acting intelligent agents, by…

Multiagent Systems · Computer Science 2020-10-01 Tobias Ahlbrecht , Jürgen Dix , Niklas Fiekas , Tabajara Krausburg
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