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The key challenge in multiagent learning is learning a best response to the behaviour of other agents, which may be non-stationary: if the other agents adapt their strategy as well, the learning target moves. Disparate streams of research…

多智能体系统 · 计算机科学 2019-03-13 Pablo Hernandez-Leal , Michael Kaisers , Tim Baarslag , Enrique Munoz de Cote

There is an growing interest in using Large Language Models (LLMs) in multi-agent systems to tackle interactive real-world tasks that require effective collaboration and assessing complex situations. Yet, we still have a limited…

计算与语言 · 计算机科学 2024-06-11 Sahar Abdelnabi , Amr Gomaa , Sarath Sivaprasad , Lea Schönherr , Mario Fritz

Chatbots are intelligent conversational computer systems designed to mimic human conversation to enable automated online guidance and support. The increased benefits of chatbots led to their wide adoption by many industries in order to…

计算与语言 · 计算机科学 2022-01-19 Guendalina Caldarini , Sardar Jaf , Kenneth McGarry

Building embodied AI systems that can follow arbitrary language instructions in any 3D environment is a key challenge for creating general AI. Accomplishing this goal requires learning to ground language in perception and embodied actions,…

机器人学 · 计算机科学 2024-10-14 SIMA Team , Maria Abi Raad , Arun Ahuja , Catarina Barros , Frederic Besse , Andrew Bolt , Adrian Bolton , Bethanie Brownfield , Gavin Buttimore , Max Cant , Sarah Chakera , Stephanie C. Y. Chan , Jeff Clune , Adrian Collister , Vikki Copeman , Alex Cullum , Ishita Dasgupta , Dario de Cesare , Julia Di Trapani , Yani Donchev , Emma Dunleavy , Martin Engelcke , Ryan Faulkner , Frankie Garcia , Charles Gbadamosi , Zhitao Gong , Lucy Gonzales , Kshitij Gupta , Karol Gregor , Arne Olav Hallingstad , Tim Harley , Sam Haves , Felix Hill , Ed Hirst , Drew A. Hudson , Jony Hudson , Steph Hughes-Fitt , Danilo J. Rezende , Mimi Jasarevic , Laura Kampis , Rosemary Ke , Thomas Keck , Junkyung Kim , Oscar Knagg , Kavya Kopparapu , Rory Lawton , Andrew Lampinen , Shane Legg , Alexander Lerchner , Marjorie Limont , Yulan Liu , Maria Loks-Thompson , Joseph Marino , Kathryn Martin Cussons , Loic Matthey , Siobhan Mcloughlin , Piermaria Mendolicchio , Hamza Merzic , Anna Mitenkova , Alexandre Moufarek , Valeria Oliveira , Yanko Oliveira , Hannah Openshaw , Renke Pan , Aneesh Pappu , Alex Platonov , Ollie Purkiss , David Reichert , John Reid , Pierre Harvey Richemond , Tyson Roberts , Giles Ruscoe , Jaume Sanchez Elias , Tasha Sandars , Daniel P. Sawyer , Tim Scholtes , Guy Simmons , Daniel Slater , Hubert Soyer , Heiko Strathmann , Peter Stys , Allison C. Tam , Denis Teplyashin , Tayfun Terzi , Davide Vercelli , Bojan Vujatovic , Marcus Wainwright , Jane X. Wang , Zhengdong Wang , Daan Wierstra , Duncan Williams , Nathaniel Wong , Sarah York , Nick Young

Recently, there has been an emergence of employing LLM-powered agents as believable human proxies, based on their remarkable decision-making capability. However, existing studies mainly focus on simulating human dialogue. Human non-verbal…

信息检索 · 计算机科学 2023-10-16 Junjie Zhang , Yupeng Hou , Ruobing Xie , Wenqi Sun , Julian McAuley , Wayne Xin Zhao , Leyu Lin , Ji-Rong Wen

Chatbot is a technology that is used to mimic human behavior using natural language. There are different types of Chatbot that can be used as conversational agent in various business domains in order to increase the customer service and…

计算与语言 · 计算机科学 2020-07-09 Nazakat Ali

Task-oriented dialog systems are often trained on human/human dialogs, such as collected from Wizard-of-Oz interfaces. However, human/human corpora are frequently too small for supervised training to be effective. This paper investigates…

计算与语言 · 计算机科学 2021-09-21 Arkady Arkhangorodsky , Scot Fang , Victoria Knight , Ajay Nagesh , Maria Ryskina , Kevin Knight

Large language models (LLMs) have demonstrated a remarkable ability to serve as general-purpose tools for various language-based tasks. Recent works have demonstrated that the efficacy of such models can be improved through iterative dialog…

计算与语言 · 计算机科学 2025-03-07 Andrew Estornell , Jean-Francois Ton , Yuanshun Yao , Yang Liu

As full AI-based automation remains out of reach in most real-world applications, the focus has instead shifted to leveraging the strengths of both human and AI agents, creating effective collaborative systems. The rapid advances in this…

人机交互 · 计算机科学 2024-04-19 Steffen Holter , Mennatallah El-Assady

The development of autonomous agents which can interact with other agents to accomplish a given task is a core area of research in artificial intelligence and machine learning. Towards this goal, the Autonomous Agents Research Group…

Large Language Models(LLMs) have dramatically revolutionized the field of Natural Language Processing(NLP), offering remarkable capabilities that have garnered widespread usage. However, existing interaction paradigms between LLMs and users…

计算与语言 · 计算机科学 2024-03-11 Juhao Liang , Ziwei Wang , Zhuoheng Ma , Jianquan Li , Zhiyi Zhang , Xiangbo Wu , Benyou Wang

Analysing and modelling interactive behaviour is an important topic in human-computer interaction (HCI) and a key requirement for the development of intelligent interactive systems. Interactive behaviour has a sequential (actions happen one…

人机交互 · 计算机科学 2023-05-15 Guanhua Zhang , Matteo Bortoletto , Zhiming Hu , Lei Shi , Mihai Bâce , Andreas Bulling

As AI systems become increasingly conversational, a gap emerges wherein explanations are studied as static artifacts, yet in practice, are experienced as dialogue. In this provocation, we argue that the conversational layer around an…

人机交互 · 计算机科学 2026-05-28 Niharika Mathur , Smit Desai

With the rapid development of mobile intelligent assistant technologies, multi-modal AI assistants have become essential interfaces for daily user interactions. However, current evaluation methods face challenges including high manual…

人工智能 · 计算机科学 2025-10-22 Meiping Wang , Jian Zhong , Rongduo Han , Liming Kang , Zhengkun Shi , Xiao Liang , Xing Lin , Nan Gao , Haining Zhang

In this paper, we describe Chat-Bot-Kit, a web-based tool for text-based chats that we designed for research purposes in computer-mediated communication (CMC). Chat-Bot-Kit enables to carry out language studies on text-based real-time chats…

人机交互 · 计算机科学 2019-11-05 Kyoko Sugisaki

Conversational agents, such as chatbots and virtual assistants, have become essential in software development, boosting productivity, collaboration, and automating various tasks. This paper examines the role of adaptive AI-powered…

软件工程 · 计算机科学 2025-07-16 Omar Elsisi , Glaucia Melo

A long-term goal of machine learning research is to build an intelligent dialog agent. Most research in natural language understanding has focused on learning from fixed training sets of labeled data, with supervision either at the word…

计算与语言 · 计算机科学 2016-10-26 Jason Weston

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

This paper presents a Large Language Model (LLM) based conversational agent system designed to enhance human-machine collaboration in Machine Learning Operations (MLOps). We introduce the Swarm Agent, an extensible architecture that…

We study the problem of designing AI agents that can robustly cooperate with people in human-machine partnerships. Our work is inspired by real-life scenarios in which an AI agent, e.g., a virtual assistant, has to cooperate with new users…

机器学习 · 计算机科学 2020-06-17 Ahana Ghosh , Sebastian Tschiatschek , Hamed Mahdavi , Adish Singla