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We present an agent-based simulator for economic systems with heterogeneous households, firms, central bank, and government agents.
Abides: Towards high-fidelity market simulation for ai research
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Hahn, F. H. 1973 · 1973
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On the “law of Demand”
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Markov games as a framework for multi-agent reinforcement learning
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The dynamics of reinforcement learning in cooperative multiagent systems
Claus, C.; and Boutilier, C. 1998 · 1998
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The theory of learning in games , volume 2
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Multiagent Reinforcement Learning: Theoretical Framework and an Algorithm
Hu, J.; and Wellman, M. P. 1998 · 1998
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Income and wealth heterogeneity in the macroeconomy
Krusell, P.; and Smith, A. A., Jr. 1998 · 1998
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An analysis of stochastic game theory for multiagent reinforcement learning
Bowling, M.; and Veloso, M. 2000 · 2000
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Bowling, M.; and Veloso, M. 2002 · 2002
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Analyzing complex strategic interactions in multi-agent systems
Walsh, W. E.; Das, R.; Tesauro, G.; and Kephart, J. O. 2002 · 2002
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Nash Q-learning for general-sum stochastic games
Hu, J.; and Wellman, M. P. 2003 · 2003
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Planning in the presence of cost functions controlled by an adversary
McMahan, H. B.; Gordon, G. J.; and Blum, A. 2003 · 2003
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An introduction to agent based modelling and simulation of social processes
Srbljinović, A.; and Škunca, O. 2003 · 2003
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A multi-agent approach to cooperative traffic management and route guidance
Adler, J. L.; Satapathy, G.; Manikonda, V.; Bowles, B.; and Blue, V. J. 2005 · 2005
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Nominal rigidities and the dynamic effects of a shock to monetary policy
Christiano, L. J.; Eichenbaum, M.; and Evans, C. L. 2005 · 2005
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Policy interaction, expectations and the liquidity trap
Evans, G. W.; and Honkapohja, S. 2005 · 2005
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Tutorial on agent-based modeling and simulation
Macal, C. M.; and North, M. J. 2005 · 2005
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An evolutionary model of endogenous business cycles
Dosi, G.; Fagiolo, G.; and Roventini, A. 2006 · 2006
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Handbook of computational economics: agent-based computational economics
Tesfatsion, L.; and Judd, K. L. 2006 · 2006
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Methods for empirical game-theoretic analysis
Wellman, M. P. 2006 · 2006
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Theory of games and economic behavior (60th Anniversary Commemorative Edition)
Von Neumann, J.; and Morgenstern, O. 2007 · 2007
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A comprehensive survey of multiagent reinforcement learning
Busoniu, L.; Babuska, R.; and De Schutter, B. 2008 · 2008
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EURACE: A massively parallel agent-based model of the European economy
Deissenberg, C.; Van Der Hoog, S.; and Dawid, H. 2008 · 2008
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The economy needs agent-based modelling
Farmer, J. D.; and Foley, D. 2009 · 2009
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Stronger CDA strategies through empirical game-theoretic analysis and reinforcement learning
Schvartzman, L. J.; and Wellman, M. P. 2009 · 2009
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Iterated Deep Reinforcement Learning in Games: History-Aware Training for Improved Stability
Wright, M.; Wang, Y.; and Wellman, M. P. 2019 · 2019
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Iterative Empirical Game Solving via Single Policy Best Response
Smith, M.; Anthony, T.; and Wellman, M. 2020 · 2020
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Monetary policy strategies for the Federal Reserve
Svensson, L. E. 2020 · 2020
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Economic reasoning from simulation-based game models
Wellman, M. P. 2020 · 2020
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ABIDES-gym: gym environments for multi-agent discrete event simulation and application to financial markets
Amrouni, S.; Moulin, A.; Vann, J.; Vyetrenko, S.; Balch, T.; and Veloso, M. 2021 · 2021
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Foundations of complexity economics
Arthur, W. B. 2021 · 2021
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Convergence in macroeconomics: elements of the new synthesis
Woodford, M. 2009 · 2009
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Simple and robust rules for monetary policy
Taylor, J. B.; and Williams, J. C. 2010 · 2010
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DSGE model-based forecasting
Del Negro, M.; and Schorfheide, F. 2013 · 2013
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Large-scale multi-agent-based modeling and simulation of microblogging-based online social network
Gatti, M.; Cavalin, P.; Neto, S. B.; Pinhanez, C.; dos Santos, C.; Gribel, D.; and Appel, A. P. 2014 · 2014
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New York Fed DSGE Model (Version 1002)
Del Negro, M.; Giannoni, M.; Li, P.; Moszkowski, E.; and Smith, M. 2015 · 2015
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Inflation in the Great Recession and New Keynesian Models
Del Negro, M.; Giannoni, M. P.; and Schorfheide, F. 2015 · 2015
Cited alongside, same era.
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Deep reinforcement learning in a monetary model
Chen, M.; Joseph, A.; Kumhof, M.; Pan, X.; Shi, R.; and Zhou, X. 2021 · 2021
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Solving heterogeneous general equilibrium economic models with deep reinforcement learning
Hill, E.; Bardoscia, M.; and Turrell, A. 2021 · 2021
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Optimal monetary policy using reinforcement learning
Hinterlang, N.; and Tänzer, A. 2021 · 2021
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Trott, A.; Srinivasa, S.; van der Wal, D.; Haneuse, S.; and Zheng, S. 2021 · 2021
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Analyzing Micro-Founded General Equilibrium Models with Many Agents using Deep Reinforcement Learning
Curry, M.; Trott, A.; Phade, S.; Bai, Y.; Zheng, S.; et al. 2022 · 2022
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2022 Tax Rate Schedules
Internal Revenue Service. 2022 · 2022
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Human-centred mechanism design with Democratic AI
Koster, R.; Balaguer, J.; Tacchetti, A.; Weinstein, A.; Zhu, T.; Hauser, O.; Williams, D.; Campbell-Gillingham, L.; Thacker, P.; Botvinick, M.; et al. 2022 · 2022
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The AI Economist: Taxation policy design via two-level deep multiagent reinforcement learning
Zheng, S.; Trott, A.; Srinivasa, S.; Parkes, D. C.; and Socher, R. 2022 · 2022
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AI and macroeconomic modeling: Deep reinforcement learning in an RBC model
Atashbar, T.; and Shi, R. A. 2023 · 2023
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Analyzing the Impact of Tax Credits on Households in Simulated Economic Systems with Learning Agents
Dong, J.; Dwarakanath, K.; and Vyetrenko, S. 2023 · 2023
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Selected Interest Rates (Daily)
Federal Reserve Board. 2023 · 2023
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TaxAI: A Dynamic Economic Simulator and Benchmark for Multi-Agent Reinforcement Learning
Mi, Q.; Xia, S.; Song, Y.; Zhang, H.; Zhu, S.; and Wang, J. 2023 · 2023
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Generative agents: Interactive simulacra of human behavior
Park, J. S.; O’Brien, J. C.; Cai, C. J.; Morris, M. R.; Liang, P.; and Bernstein, M. S. 2023 · 2023
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Gambit: The package for computation in game theory, Version 16.0.2
Savani, R.; and Turocy, T. L. 2023 · 2023
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Minimum wage
USA.gov. 2023 · 2023
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Brusatin, S.; Padoan, T.; Coletta, A.; Gatti, D. D.; and Glielmo, A. 2024 · 2024
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ABIDES-Economist: Agent-Based Simulation of Economic Systems with Learning Agents
Dwarakanath, K.; Vyetrenko, S.; Tavallali, P.; and Balch, T. 2024 · 2024
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Per capita consumption of the bread and cereal products in the United States from 2017 to 2027
Statista. 2023 · 2027
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