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We initiate the study of matching roommates and rooms wherein the preferences of agents over other agents and rooms are complementary and represented by Leontief utilities. In this setting, 2n agents must be paired up and assigned to n…

Computer Science and Game Theory · Computer Science 2024-12-19 Hadi Hosseini , Shivika Narang , Sanjukta Roy

Optimization problems in process engineering, including design and operation, can often pose challenges to many solvers: multi-modal, non-smooth, and discontinuous models often with large computational requirements. In such cases, the…

Optimization and Control · Mathematics 2025-01-17 Eric S. Fraga , Veerawat Udomvorakulchai , Miguel Pineda , Lazaros G. Papageorgiou

We consider a general problem where an agent is in a multi-agent environment and must plan for herself without any prior information about her opponents. At each moment, this pivotal agent is faced with a trade-off between exploiting her…

Multiagent Systems · Computer Science 2025-02-14 Fengming Zhu , Fangzhen Lin

While Large Language Models (LLMs) are increasingly used in agentic frameworks to assist individual users, there is a growing need for agents that can proactively manage complex, multi-party collaboration. Systematic evaluation methods for…

Computation and Language · Computer Science 2026-05-07 Ziyi Liu , Bahar Sarrafzadeh , Pei Zhou , Longqi Yang , Jieyu Zhao , Ashish Sharma

The paper presents a multi-resource load balancing strategy which can be utilised within an agent-based system. This approach can assist system designers in their attempts to optimise the structure for complex enterprise architectures. In…

Multiagent Systems · Computer Science 2025-11-25 Leszek Sliwko , Aleksander Zgrzywa

Previous research using evolutionary computation in Multi-Agent Systems indicates that assigning fitness based on team vs.\ individual behavior has a strong impact on the ability of evolved teams of artificial agents to exhibit teamwork in…

Neural and Evolutionary Computing · Computer Science 2017-03-28 Alex C. Rollins , Jacob Schrum

AI agents are increasingly transacting on behalf of users -- delegating tasks, spending budgets, and negotiating with unfamiliar counterparties. Unlike human marketplaces, which operate under institutional designs refined over centuries,…

Computational Engineering, Finance, and Science · Computer Science 2026-05-29 Xuan Liu , Haoyang Shang , Haojian Jin

Algorithmic collusion has emerged as a central question in AI: Will the interaction between different AI agents deployed in markets lead to collusion? More generally, understanding how emergent behavior, be it a cartel or market dominance…

Multiagent Systems · Computer Science 2025-10-31 Ziyi Wang , Carmine Ventre , Maria Polukarov

Many multiagent systems in the real world include multiple types of agents with different abilities and functionality. Such heterogeneous multiagent systems have significant practical advantages. However, they also come with challenges…

Machine Learning · Computer Science 2023-05-30 Qingxu Fu , Xiaolin Ai , Jianqiang Yi , Tenghai Qiu , Wanmai Yuan , Zhiqiang Pu

This paper proposes a framework for a full fledged negotiation system that allows multi party multi issue negotiation. It focuses on the negotiation protocol to be observed and provides a platform for concurrent and independent negotiation…

Artificial Intelligence · Computer Science 2022-02-08 Saurabh Deochake , Shashank Kanth , Subhadip Chakraborty , Suresh Sarode , Vidyasagar Potdar , Debajyoti Mukhopadhyay

Much of human dialogue occurs in semi-cooperative settings, where agents with different goals attempt to agree on common decisions. Negotiations require complex communication and reasoning skills, but success is easy to measure, making this…

Artificial Intelligence · Computer Science 2017-06-19 Mike Lewis , Denis Yarats , Yann N. Dauphin , Devi Parikh , Dhruv Batra

Despite the significant demand for assistive technology among vulnerable groups (e.g., the elderly, children, and the disabled) in daily tasks, research into advanced AI-driven assistive solutions that genuinely accommodate their diverse…

Robotics · Computer Science 2024-04-16 Zhihao Cao , Zidong Wang , Siwen Xie , Anji Liu , Lifeng Fan

Cooperative bargaining games are widely used to model resource allocation and conflict resolution. Traditional solutions assume the mediator can access agents utility function values and gradients. However, there is an increasing number of…

Computer Science and Game Theory · Computer Science 2025-10-20 Kushagra Gupta , Surya Murthy , Mustafa O. Karabag , Ufuk Topcu , David Fridovich-Keil

Game theory has been developed by scientists as a theory of strategic interaction among players who are supposed to be perfectly rational. These strategic interactions might have been presented in an auction, a business negotiation, a chess…

Computer Science and Game Theory · Computer Science 2020-04-07 Medet Kanmaz , Elif Surer

The research field of automated negotiation has a long history of designing agents that can negotiate with other agents. Such negotiation strategies are traditionally based on manual design and heuristics. More recently, reinforcement…

Multiagent Systems · Computer Science 2024-06-24 Bram M. Renting , Thomas M. Moerland , Holger H. Hoos , Catholijn M. Jonker

Reaching consensus in urban planning is a complex process often hindered by prolonged negotiations, trade-offs, power dynamics, and competing stakeholder interests, resulting in inefficiencies and inequities. Advances in large language…

Multiagent Systems · Computer Science 2026-01-12 Jin Gao , Hanyong Xu , Luc Dao

This paper presents an evaluation framework for agentic AI systems in mission-critical negotiation contexts, addressing the need for AI agents that can adapt to diverse human operators and stakeholders. Using Sotopia as a simulation…

Artificial Intelligence · Computer Science 2025-08-22 Myke C. Cohen , Zhe Su , Hsien-Te Kao , Daniel Nguyen , Spencer Lynch , Maarten Sap , Svitlana Volkova

In the Seat Arrangement problem the goal is to allocate agents to vertices in a graph such that the resulting arrangement is optimal or fair in some way. Examples include an arrangement that maximises utility or one where no agent envies…

Data Structures and Algorithms · Computer Science 2026-01-27 José Rodríguez

Negotiation is a central mechanism of economic exchange, shaping markets, procurement, labor agreements, and resource allocation. It is also a canonical testbed for agentic language models, requiring multi-turn interaction under hidden…

Computer Science and Game Theory · Computer Science 2026-05-15 Erica Zhang , Fangzhao Zhang , Aneesh Pappu , Batu El , Jose Blanchet , Susan Athey , Jiashuo Liu , James Zou

Effective problem solving among multiple agents requires a better understanding of the role of communication in collaboration. In this paper we show that there are communicative strategies that greatly improve the performance of…

cmp-lg · Computer Science 2008-02-03 Marilyn A. Walker
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