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We conducted an International AI Negotiation Competition in which participants designed and refined prompts for AI negotiation agents. We then facilitated over 180,000 negotiations between these agents across multiple scenarios with diverse…

人工智能 · 计算机科学 2026-01-15 Michelle Vaccaro , Michael Caosun , Harang Ju , Sinan Aral , Jared R. Curhan

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…

人工智能 · 计算机科学 2025-08-22 Myke C. Cohen , Zhe Su , Hsien-Te Kao , Daniel Nguyen , Spencer Lynch , Maarten Sap , Svitlana Volkova

AI-driven conversational coaching is increasingly used to support workplace negotiation, yet prior work assumes uniform effectiveness across users. We challenge this assumption by examining how individual differences, particularly…

人机交互 · 计算机科学 2026-04-02 Veda Duddu , Jash Rajesh Parekh , Andy Mao , Hanyi Min , Ziang Xiao , Vedant Das Swain , Koustuv Saha

Negotiation is a complex social interaction that encapsulates emotional encounters in human decision-making. Virtual agents that can negotiate with humans are useful in pedagogy and conversational AI. To advance the development of such…

人机交互 · 计算机科学 2021-07-29 Kushal Chawla , Rene Clever , Jaysa Ramirez , Gale Lucas , Jonathan Gratch

Artificial intelligence (AI) systems powered by large language models have become increasingly prevalent in modern society, enabling a wide range of applications through natural language interaction. As AI agents proliferate in our daily…

机器学习 · 计算机科学 2025-03-24 J. M. Diederik Kruijssen , Nicholas Emmons

In the rapidly evolving field of artificial intelligence (AI) agents, designing the agent's characteristics is crucial for shaping user experience. This workshop aims to establish a research community focused on AI agent persona design for…

人机交互 · 计算机科学 2024-10-31 Nima Zargham , Mateusz Dubiel , Smit Desai , Thomas Mildner , Hanz-Joachim Belz

Frontline humanitarian negotiators are increasingly exploring ways to use AI tools in their workflows. However, current AI-tools in negotiation primarily focus on outcomes, neglecting crucial aspects of the negotiation process. Through…

人机交互 · 计算机科学 2024-10-15 ZIlin Ma , Yiyang Mei , Claude Bruderlein , Krzysztof Z. Gajos , Weiwei Pan

The creation of effective governance mechanisms for AI agents requires a deeper understanding of their core properties and how these properties relate to questions surrounding the deployment and operation of agents in the world. This paper…

计算机与社会 · 计算机科学 2025-05-01 Atoosa Kasirzadeh , Iason Gabriel

Explainable AI is increasingly employing argumentation methods to facilitate interactive explanations between AI agents and human users. While existing approaches typically rely on predetermined human user models, there remains a critical…

人工智能 · 计算机科学 2025-02-25 Yinxu Tang , Stylianos Loukas Vasileiou , William Yeoh

With the proliferation of web technologies it becomes more and more important to make the traditional negotiation pricing mechanism automated and intelligent. The behaviour of software agents which negotiate on behalf of humans is…

多智能体系统 · 计算机科学 2013-11-26 Mohammad Irfan Bala , Sheetal Vij , Debajyoti Mukhopadhyay

Large Language Models based on transformer algorithms have revolutionized Artificial Intelligence by enabling verbal interaction with machines akin to human conversation. These AI agents have surpassed the Turing Test, achieving confusion…

Ambient Intelligence aims to offer personalized services and easier ways of interaction between people and systems. Since several users and systems may coexist in these environments, it is quite possible that entities with opposing…

多智能体系统 · 计算机科学 2016-04-19 Victor Sanchez-Anguix , Soledad Valero , Vicente Julian , Vicente Botti , Ana Garcia-Fornes

As AI systems increasingly mediate negotiations, understanding how the number of negotiated issues impacts human performance is crucial for maintaining human agency. We designed a human-AI negotiation case study in a realistic property…

人机交互 · 计算机科学 2026-03-25 Mehul Parmar , Chaklam Silpasuwanchai

AI agents -- systems that combine foundation models with reasoning, planning, memory, and tool use -- are rapidly becoming a practical interface between natural-language intent and real-world computation. This survey synthesizes the…

人工智能 · 计算机科学 2026-01-06 Bin Xu

Workplace negotiations are undermined by psychological barriers, which can even derail well-prepared tactics. AI offers personalized and always -- available negotiation coaching, yet its effectiveness for negotiation preparedness remains…

人机交互 · 计算机科学 2025-09-29 Veda Duddu , Jash Rajesh Parekh , Andy Mao , Hanyi Min , Ziang Xiao , Vedant Das Swain , Koustuv Saha

AI design characteristics and human personality traits each impact the quality and outcomes of human-AI interactions. However, their relative and joint impacts are underexplored in imperfectly cooperative scenarios, where people and AI only…

Our ability to build autonomous agents that leverage Generative AI continues to increase by the day. As builders and users of such agents it is unclear what parameters we need to align on before the agents start performing tasks on our…

人工智能 · 计算机科学 2024-04-09 Nitesh Goyal , Minsuk Chang , Michael Terry

The field of AI is undergoing a fundamental transition from generative models that can produce synthetic content to artificial agents that can plan and execute complex tasks with only limited human involvement. Companies that pioneered the…

人工智能 · 计算机科学 2025-02-12 Noam Kolt

Interaction and cooperation with humans are overarching aspirations of artificial intelligence (AI) research. Recent studies demonstrate that AI agents trained with deep reinforcement learning are capable of collaborating with humans. These…

人机交互 · 计算机科学 2024-05-10 Kevin R. McKee , Xuechunzi Bai , Susan T. Fiske

From its inception, AI has had a rather ambivalent relationship with humans -- swinging between their augmentation and replacement. Now, as AI technologies enter our everyday lives at an ever increasing pace, there is a greater need for AI…

人工智能 · 计算机科学 2024-05-28 Sarath Sreedharan , Anagha Kulkarni , Subbarao Kambhampati
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