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Learning from experience is a key feature of decision-making in cognitively complex organisms. Strategic interactions involving Bayesian inferential strategies can enable us to better understand how evolving individual choices to be…

生物物理 · 物理学 2025-12-01 Arunava Patra , Supratim Sengupta , Sagar Chakraborty

Evolutionary game theory assumes that players replicate a highly scored player's strategy through genetic inheritance. However, when learning occurs culturally, it is often difficult to recognize someone's strategy just by observing the…

种群与进化 · 定量生物学 2021-07-01 Minjae Kim , Jung-Kyoo Choi , Seung Ki Baek

Mutual relationships, such as cooperation and exploitation, are the basis of human and other biological societies. The foundations of these relationships are rooted in the decision making of individuals, and whether they choose to be…

最优化与控制 · 数学 2021-09-29 Yuma Fujimoto , Kunihiko Kaneko

In repeated interactions between individuals, we do not expect that exactly the same situation will occur from one time to another. Contrary to what is common in models of repeated games in the literature, most real situations may differ a…

种群与进化 · 定量生物学 2007-05-23 Anders Eriksson , Kristian Lindgren

We study the evolutionary robustness of strategies in infinitely repeated prisoners' dilemma games in which players make mistakes with a small probability and are patient. The evolutionary process we consider is given by the replicator…

动力系统 · 数学 2020-08-03 Pedro Dal Bó , Enrique R. Pujals

It has a long tradition to study trust behavior among humans or artificial agents by investigating the trust game. Although previous studies based on evolutionary game theory have revealed that trust and trustworthiness can be promoted if…

动力系统 · 数学 2022-08-30 Linjie Liu , Xiaojie Chen

This paper addresses a mathematically tractable model of the Prisoner's Dilemma using the framework of active inference. In this work, we design pairs of Bayesian agents that are tracking the joint game state of their and their opponent's…

物理与社会 · 物理学 2023-08-31 Daphne Demekas , Conor Heins , Brennan Klein

In the classical Bayesian persuasion model an informed player and an uninformed one engage in a static interaction. The informed player, the sender, knows the state of nature, while the uninformed one, the receiver, does not. The informed…

理论经济学 · 经济学 2021-11-30 Ehud Lehrer , Dimitry Shaiderman

The actions of intelligent agents, such as chatbots, recommender systems, and virtual assistants are typically not fully transparent to the user. Consequently, using such an agent involves the user exposing themselves to the risk that the…

计算机科学与博弈论 · 计算机科学 2020-07-23 The Anh Han , Cedric Perret , Simon T. Powers

Across many domains of interaction, both natural and artificial, individuals use past experience to shape future behaviors. The results of such learning processes depend on what individuals wish to maximize. A natural objective is one's own…

种群与进化 · 定量生物学 2022-09-02 Alex McAvoy , Julian Kates-Harbeck , Krishnendu Chatterjee , Christian Hilbe

The symbiotic relationship between the frameworks of classical game theory and evolutionary game theory is well-established. However, evolutionary game theorists have mostly tapped into the classical game of complete information where…

种群与进化 · 定量生物学 2025-04-04 Arunava Patra , Joy Das Bairagya , Sagar Chakraborty

Human cooperation depends on how accurately we infer others' motives--how much they value fairness, generosity, or self-interest from the choices they make. We model that process in binary dictator games, which isolate moral trade-offs…

神经元与认知 · 定量生物学 2025-11-12 Gregory Stanley , Jun Zhang , Rick Lewis

The observed cooperation on the level of genes, cells, tissues, and individuals has been the object of intense study by evolutionary biologists, mainly because cooperation often flourishes in biological systems in apparent contradiction to…

种群与进化 · 定量生物学 2010-10-21 Dimitris Iliopoulos , Arend Hintze , Christoph Adami

Spatial evolutionary games provide a valuable framework for elucidating the emergence and maintenance of cooperative behavior. However, most previous studies assume that individuals are profiteers and neglect to consider the effects of…

计算机科学与博弈论 · 计算机科学 2025-11-25 Bin Pi , Minyu Feng , Liang-Jian Deng

Reinforcement learning methods are increasingly used to optimise dialogue policies from experience. Most current techniques are model-free: they directly estimate the utility of various actions, without explicit model of the interaction…

人工智能 · 计算机科学 2013-04-09 Pierre Lison

Agents that interact with other agents often do not know a priori what the other agents' strategies are, but have to maximise their own online return while interacting with and learning about others. The optimal adaptive behaviour under…

机器学习 · 计算机科学 2022-04-19 Luisa Zintgraf , Sam Devlin , Kamil Ciosek , Shimon Whiteson , Katja Hofmann

We present insights and empirical results from an extensive numerical study of the evolutionary dynamics of the iterated prisoner's dilemma. Fixation probabilities for Moran processes are obtained for all pairs of 164 different strategies…

计算机科学与博弈论 · 计算机科学 2020-02-11 Vincent Knight , Marc Harper , Nikoleta E. Glynatsi , Owen Campbell

Humans and other animals can adapt their social behavior in response to environmental cues including the feedback obtained through experience. Nevertheless, the effects of the experience-based learning of players in evolution and…

种群与进化 · 定量生物学 2011-04-05 Naoki Masuda , Mitsuhiro Nakamura

We study learning dynamics induced by strategic agents who repeatedly play a game with an unknown payoff-relevant parameter. In this dynamics, a belief estimate of the parameter is repeatedly updated given players' strategies and realized…

计算机科学与博弈论 · 计算机科学 2021-09-06 Manxi Wu , Saurabh Amin , Asuman Ozdaglar

Repeated interactions are ubiquitous and known to promote social behaviour. While research often focuses on cooperation in the Prisoner's Dilemma, experimental evidence suggests repeated interactions also foster fairness. This study…

适应与自组织系统 · 物理学 2026-04-07 Prosanta Mandal , Arunava Patra , Sagar Chakraborty
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