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We present a simulation-based approach for solution of mean field games (MFGs), using the framework of empirical game-theoretical analysis (EGTA). Our primary method employs a version of the double oracle, iteratively adding strategies…

多智能体系统 · 计算机科学 2023-02-14 Yongzhao Wang , Michael P. Wellman

Function approximation (FA) has been a critical component in solving large zero-sum games. Yet, little attention has been given towards FA in solving \textit{general-sum} extensive-form games, despite them being widely regarded as being…

计算机科学与博弈论 · 计算机科学 2023-04-04 Chun Kai Ling , J. Zico Kolter , Fei Fang

Video games, just like any other media have both explicit and implicit messages, and they can have impact on physical and mental health of the users. These impacts can be positive or negative. The impacts, the implications and the meanings…

软件工程 · 计算机科学 2021-04-13 Mohammad Reza Besharati , Mohammad Izadi

Policy gradient methods have become a staple of any single-agent reinforcement learning toolbox, due to their combination of desirable properties: iterate convergence, efficient use of stochastic trajectory feedback, and theoretically-sound…

计算机科学与博弈论 · 计算机科学 2025-07-10 Mingyang Liu , Gabriele Farina , Asuman Ozdaglar

Large language models (LLMs) are increasingly tasked with strategic decision-making under incomplete information, such as in negotiation and policymaking. While LLMs can excel at many such tasks, they also fail in ways that are poorly…

计算与语言 · 计算机科学 2026-05-04 Jan Sobotka , Mustafa O. Karabag , Ufuk Topcu

Off-chain protocols constitute one of the most promising approaches to solve the inherent scalability issue of blockchain technologies. The core idea is to let parties transact on-chain only once to establish a channel between them,…

密码学与安全 · 计算机科学 2022-10-25 Sophie Rain , Georgia Avarikioti , Laura Kovács , Matteo Maffei

An important skill in critical thinking and argumentation is the ability to spot and recognize fallacies. Fallacious arguments, omnipresent in argumentative discourse, can be deceptive, manipulative, or simply leading to `wrong moves' in a…

计算与语言 · 计算机科学 2022-03-07 Ivan Habernal , Raffael Hannemann , Christian Pollak , Christopher Klamm , Patrick Pauli , Iryna Gurevych

We study the problem of computing an Extensive-Form Perfect Equilibrium (EFPE) in 2-player games. This equilibrium concept refines the Nash equilibrium requiring resilience w.r.t. a specific vanishing perturbation (representing mistakes of…

计算机科学与博弈论 · 计算机科学 2016-11-16 Gabriele Farina , Nicola Gatti

We develop methods to formally describe and compare games, in order to probe questions of game structure and design, and as a stepping stone to predicting player behavior from design patterns. We define a grammar-like formalism to describe…

计算机科学中的逻辑 · 计算机科学 2021-01-05 Paul Riggins , David McPherson

This paper examines games with strategic complements or substitutes and incomplete information, where players are uncertain about the opponents' parameters. We assume that the players' beliefs about the opponent's parameters are selected…

理论经济学 · 经济学 2025-01-28 Joep van Sloun

We study the long-term behavior of the fictitious play process in repeated extensive-form games of imperfect information with perfect recall. Each player maintains incorrect beliefs that the moves at all information sets, except the one at…

计算机科学与博弈论 · 计算机科学 2025-04-28 Jason Castiglione , Gürdal Arslan

Hindsight rationality is an approach to playing general-sum games that prescribes no-regret learning dynamics for individual agents with respect to a set of deviations, and further describes jointly rational behavior among multiple agents…

计算机科学与博弈论 · 计算机科学 2022-06-24 Dustin Morrill , Ryan D'Orazio , Marc Lanctot , James R. Wright , Michael Bowling , Amy Greenwald

We introduce a class of extensive form games where players might not be able to foresee the possible consequences of their decisions and form a model of their opponents which they exploit to achieve a more profitable outcome. We improve…

人工智能 · 计算机科学 2016-05-31 Paolo Turrini

Normal-form games (NFGs) are the fundamental model of strategic interaction. We study their representation using neural networks. We describe the inherent equivariance of NFGs -- any permutation of strategies describes an equivalent game --…

计算机科学与博弈论 · 计算机科学 2024-02-14 Siqi Liu , Luke Marris , Georgios Piliouras , Ian Gemp , Nicolas Heess

We characterize common assumption of rationality of 2-person games within an incomplete information framework. We use the lexicographic model with incomplete information and show that a belief hierarchy expresses common assumption of…

计量经济学 · 经济学 2018-01-16 Shuige Liu

We propose definitions of substitutes and complements for pieces of information ("signals") in the context of a decision or optimization problem, with game-theoretic and algorithmic applications. In a game-theoretic context, substitutes…

计算机科学与博弈论 · 计算机科学 2017-03-28 Yiling Chen , Bo Waggoner

The paper studies the highly prototypical Fictitious Play (FP) algorithm, as well as a broad class of learning processes based on best-response dynamics, that we refer to as FP-type algorithms. A well-known shortcoming of FP is that, while…

最优化与控制 · 数学 2015-04-21 Brian Swenson , Soummya Kar , Joao Xavier

We provide, to the best of our knowledge, the first computational study of extensive-form adversarial team games. These games are sequential, zero-sum games in which a team of players, sharing the same utility function, faces an adversary.…

人工智能 · 计算机科学 2017-11-21 Andrea Celli , Nicola Gatti

An agent, or a coalition of agents, faces an ethical dilemma between several statements if she is forced to make a conscious choice between which of these statements will be true. This paper proposes to capture ethical dilemmas as a…

人工智能 · 计算机科学 2021-03-03 Pavel Naumov , Rui-Jie Yew

Extensive-form games (EFGs) provide a powerful framework for modeling sequential decision making, capturing strategic interaction under imperfect information, chance events, and temporal structure. Most positive algorithmic and theoretical…

计算机科学与博弈论 · 计算机科学 2026-05-26 Rui Zheng , Ryann Sim , Antonios Varvitsiotis