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Reinforcement Learning for Economic Decision Problems

26 related papers are currently indexed.

Reinforcement Learning for Economic Decision Problems26 records

Title · Authors · Year · Venue · Source-verified abstract

PAPER RECORDABSTRACT VERIFIED

ABIDES-Economist: Agent-Based Simulator of Economic Systems with Learning Agents

Kshama Dwarakanath · Tucker Balch · Svitlana Vyetrenko

2024arXiv preprint arXiv:2402.09563

RECORD NOTE

A 2024 paper published in arXiv preprint arXiv:2402.09563. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

AI and Macroeconomic Modeling: Deep Reinforcement Learning in an RBC Model

Tohid Atashbar · Rui Aruhan Shi

2023International Monetary Fund

RECORD NOTE

A 2023 paper published in International Monetary Fund. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

An Economy of Neural Networks: Learning from Heterogeneous Experiences

Artem Kuriksha

2021arXiv

RECORD NOTE

A 2021 paper published in arXiv. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

Analyzing Micro-Founded General Equilibrium Models with Many Agents Using Deep Reinforcement Learning

Michael Curry · Alexander Trott · Soham Phade · Yu Bai · Stephan Zheng

2022arXiv

RECORD NOTE

A 2022 paper published in arXiv. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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Building a Foundation for Data-Driven, Interpretable, and Robust Policy Design Using the AI Economist

Alexander Trott · Sunil Srinivasa · Douwe van der Wal · Sebastien Haneuse · Stephan Zheng

2021arXiv

RECORD NOTE

A 2021 paper published in arXiv. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

Can an AI Agent Hit a Moving Target?

Rui Aruhan Shi

2025ASEAN+3 Macroeconomic Research Office

RECORD NOTE

A 2025 paper published in ASEAN+3 Macroeconomic Research Office. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDINDEXED ABSTRACT COPY

Deep Reinforcement Learning in a Monetary Model

Mingli Chen · Rama Cont · Andreas Joseph · Michael Kumhof · Xinlei Pan · Wei Xiong · Xuan Zhou

2025Bank of England

RECORD NOTE

A 2025 paper published in Bank of England. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

Deep Reinforcement Learning in a Search-Matching Model of Labor Market Fluctuations

Ruxin Chen

2025Economies

RECORD NOTE

A 2025 paper published in Economies. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

EconoJax: A Fast and Scalable Economic Simulation in JAX

Koen Ponse · Aske Plaat · Niki van Stein · Thomas M. Moerland

2025Proceedings of the 24th International Conference on Autonomous Agents and Multiagent Systems

RECORD NOTE

A 2025 paper published in Proceedings of the 24th International Conference on Autonomous Agents and Multiagent Systems. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

Emergent Bartering Behaviour in Multi-Agent Reinforcement Learning

Michael Bradley Johanson · Edward Hughes · Finbarr Timbers · Joel Z. Leibo

2022arXiv

RECORD NOTE

A 2022 paper published in arXiv. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

Empirical Equilibria in Agent-Based Economic Systems with Learning Agents

Kshama Dwarakanath · Svitlana Vyetrenko · Tucker Balch

2024arXiv

RECORD NOTE

A 2024 paper published in arXiv. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

Finding Regularized Competitive Equilibria of Heterogeneous Agent Macroeconomic Models via Reinforcement Learning

Ruitu Xu · Yifei Min · Tianhao Wang · Michael I. Jordan · Zhaoran Wang · Zhuoran Yang

2023Proceedings of The 26th International Conference on Artificial Intelligence and Statistics

RECORD NOTE

A 2023 paper published in Proceedings of The 26th International Conference on Artificial Intelligence and Statistics. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

Heterogeneous RBCs via Deep Multi-Agent Reinforcement Learning

Federico Gabriele · Aldo Glielmo · Marco Taboga

2025arXiv

RECORD NOTE

A 2025 paper published in arXiv. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

Human-Centred Mechanism Design with Democratic AI

Raphael Koster · Jan Balaguer · Andrea Tacchetti · Ari Weinstein · Tina Zhu · Oliver Hauser · Duncan Williams · Lucy Campbell-Gillingham · Phoebe Thacker · Matthew Botvinick · Christopher Summerfield

2022Nature Human Behaviour

RECORD NOTE

A 2022 paper published in Nature Human Behaviour. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

Human-Level Control Through Deep Reinforcement Learning

Volodymyr Mnih · Koray Kavukcuoglu · David Silver · Andrei A. Rusu · Joel Veness · Marc G. Bellemare · Alex Graves · Martin Riedmiller · Andreas K. Fidjeland · Georg Ostrovski · Stig Petersen · Charles Beattie · Amir Sadik · Ioannis Antonoglou · Helen King · Dharshan Kumaran · Daan Wierstra · Shane Legg · Demis Hassabis

2015Nature

RECORD NOTE

A 2015 paper published in Nature. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

Learning and Calibrating Heterogeneous Bounded Rational Market Behaviour with Multi-Agent Reinforcement Learning

Benjamin Patrick Evans · Sumitra Ganesh

2024Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems

RECORD NOTE

A 2024 paper published in Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDNO SOURCE ABSTRACT

Numerical Dynamic Programming in Economics

John Rust

1996Handbook of Computational Economics

RECORD NOTE

A 1996 paper published in Handbook of Computational Economics. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

Predicting How People Play Games: Reinforcement Learning in Experimental Games with Unique, Mixed Strategy Equilibria

Ido Erev · Alvin E. Roth

1998American Economic Review

RECORD NOTE

A 1998 paper published in American Economic Review. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

Reinforcement Learning and Consumption-Savings Behavior

Brandon Kaplowitz

2025arXiv

RECORD NOTE

A 2025 paper published in arXiv. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

Reinforcement Learning for Mean Field Games, with Applications to Economics

Andrea Angiuli · Jean-Pierre Fouque · Mathieu Lauriere

2023Machine Learning and Data Sciences for Financial Markets: A Guide to Contemporary Practices

RECORD NOTE

A 2023 paper published in Machine Learning and Data Sciences for Financial Markets: A Guide to Contemporary Practices. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDNO SOURCE ABSTRACT

Reinforcement Learning: An Introduction

Richard S. Sutton · Andrew G. Barto

2018MIT Press

RECORD NOTE

A 2018 paper published in MIT Press. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDINDEXED ABSTRACT COPY

Simulating the economic impact of rationality through reinforcement learning and agent-based modelling

Simone Brusatin · Tommaso Padoan · Andrea Coletta · Domenico Delli Gatti · Aldo Glielmo

2024Proceedings of the 5th ACM International Conference on AI in Finance

RECORD NOTE

A 2024 paper published in Proceedings of the 5th ACM International Conference on AI in Finance. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

Solving Heterogeneous General Equilibrium Economic Models with Deep Reinforcement Learning

Edward Hill · Marco Bardoscia · Arthur Turrell

2021arXiv

RECORD NOTE

A 2021 paper published in arXiv. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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PAPER RECORDABSTRACT VERIFIED

Structural Reinforcement Learning for Heterogeneous Agent Macroeconomics

Yucheng Yang · Chiyuan Wang · Andreas Schaab · Benjamin Moll

2025arXiv

RECORD NOTE

A 2025 paper published in arXiv. Open the full record for the source-verified abstract, bibliographic metadata, and original source.

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