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The widespread deployment of Machine Learning systems everywhere raises challenges, such as dealing with interactions or competition between multiple learners. In that goal, we study multi-agent sequential decision-making by considering…

计算机科学与博弈论 · 计算机科学 2025-10-28 Antoine Scheid , Etienne Boursier , Alain Durmus , Eric Moulines , Michael I. Jordan

This paper presents a general framework about what is a decision problem. Our motivation is related to the fact that decision analysis and operational research are structured (as disciplines) around classes of methods, while instead we…

人工智能 · 计算机科学 2023-01-10 Alberto Colorni , Alexis Tsoukiàs

AI systems are often used to make or contribute to important decisions in a growing range of applications, including criminal justice, hiring, and medicine. Since these decisions impact human lives, it is important that the AI systems act…

The allocation of tasks can be seen as a success-critical management activity in distributed development projects. However, such task allocation is still one of the major challenges in global software development due to an insufficient…

软件工程 · 计算机科学 2013-11-08 Ansgar Lamersdorf , Jürgen Münch , Dieter Rombach

Shared control schemes allow a human driver to work with an automated driving agent in driver-vehicle systems while retaining the driver's abilities to control. The human driver, as an essential agent in the driver-vehicle shared control…

系统与控制 · 电气工程与系统科学 2020-08-10 Wenshuo Wang , Xiaoxiang Na , Dongpu Cao , Jianwei Gong , Junqiang Xi , Yang Xi , Fei-Yue Wang

Over the past decade, crowdsourcing has emerged as a cheap and efficient method of obtaining solutions to simple tasks that are difficult for computers to solve but possible for humans. The popularity and promise of crowdsourcing markets…

社会与信息网络 · 计算机科学 2013-11-27 Aleksandrs Slivkins , Jennifer Wortman Vaughan

In this paper, we are introducing a novel model of artificial intelligence, the functional neural network for modeling of human decision-making processes. This neural network is composed of multiple artificial neurons racing in the network.…

神经与进化计算 · 计算机科学 2022-12-13 Frederic Jumelle , Kelvin So , Didan Deng

Recommender systems have become an essential instrument in a wide range of industries to personalize the user experience. A significant issue that has captured both researchers' and industry experts' attention is the cold start problem for…

机器学习 · 计算机科学 2020-12-03 Ivan Maksimov , Rodrigo Rivera-Castro , Evgeny Burnaev

There have been two major lines of research aimed at capturing resource-bounded players in game theory. The first, initiated by Rubinstein, charges an agent for doing costly computation; the second, initiated by Neyman, does not charge for…

计算机科学与博弈论 · 计算机科学 2013-08-20 Joseph Y. Halpern , Rafael Pass , Lior Seeman

Computation plays a major role in decision making. Even if an agent is willing to ascribe a probability to all states and a utility to all outcomes, and maximize expected utility, doing so might present serious computational problems.…

计算机科学与博弈论 · 计算机科学 2011-06-15 Joseph Y. Halpern , Rafael Pass

The problem of detecting terms that can be interesting to the advertiser is considered. If a company has already bought some advertising terms which describe certain services, it is reasonable to find out the terms bought by competing…

人工智能 · 计算机科学 2013-12-03 Dmitry I. Ignatov , Sergei O. Kuznetsov

Evaluating retail strategies before deployment is difficult, as outcomes are determined across multiple stages, from seller-side persuasion through buyer-seller interaction to purchase decisions. However, existing retail simulators capture…

人工智能 · 计算机科学 2026-04-07 Jeonghwan Choi , Jibin Hwang , Gyeonghun Sun , Minjeong Ban , Taewon Yun , Hyeonjae Cheon , Hwanjun Song

Agents that negotiate with humans find broad applications in pedagogy and conversational AI. Most efforts in human-agent negotiations rely on restrictive menu-driven interfaces for communication. To advance the research in language-based…

计算与语言 · 计算机科学 2021-03-01 Kushal Chawla , Gale Lucas , Jonathan May , Jonathan Gratch

Recommendation system is a type of information filtering systems that recommend various objects from a vast variety and quantity of items which are of the user interest. This results in guiding an individual in personalized way to…

信息检索 · 计算机科学 2015-03-24 Sumitkumar Kanoje , Sheetal Girase , Debajyoti Mukhopadhyay

Decision-making is a process of choosing among alternative courses of action for solving complicated problems where multi-criteria objectives are involved. The past few years have witnessed a growing recognition of Soft Computing (SC)…

人工智能 · 计算机科学 2007-05-23 Cong Tran , Ajith Abraham , Lakhmi Jain

The successful execution of a construction project is heavily impacted by making the right decision during tendering processes. Managing tender procedures is very complex and uncertain involving coordination of many tasks and individuals…

人工智能 · 计算机科学 2010-04-20 Rosmayati Mohemad , Abdul Razak Hamdan , Zulaiha Ali Othman , Noor Maizura Mohamad Noor

Algorithms are used to aid human decision makers by making predictions and recommending decisions. Currently, these algorithms are trained to optimize prediction accuracy. What if they were optimized to control final decisions? In this…

人工智能 · 计算机科学 2023-03-27 Ruqing Xu , Sarah Dean

In online advertising, search engines sell ad placements for keywords continuously through auctions. This problem can be seen as an infinitely repeated game since the auction is executed whenever a user performs a query with the keyword. As…

计算机科学与博弈论 · 计算机科学 2022-01-25 Francesco Belardinelli , Wojtek Jamroga , Vadim Malvone , Munyque Mittelmann , Aniello Murano , Laurent Perrussel

In online second-hand marketplaces, multi-turn bargaining is a crucial part of seller-buyer interactions. Large Language Models (LLMs) can act as seller agents, negotiating with buyers on behalf of sellers under given business constraints.…

人工智能 · 计算机科学 2025-09-09 Issue Yishu Wang , Kakam Chong , Xiaofeng Wang , Xu Yan , DeXin Kong , Chen Ju , Ming Chen , Shuai Xiao , Shuguang Han , jufeng chen

Driving an automobile involves the tasks of observing surroundings, then making a driving decision based on these observations (steer, brake, coast, etc.). In autonomous driving, all these tasks have to be automated. Autonomous driving…

人工智能 · 计算机科学 2021-10-27 Suraj Kothawade , Vinaya Khandelwal , Kinjal Basu , Huaduo Wang , Gopal Gupta