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Agent-based modeling (ABM) offers powerful insights into complex systems, but its practical utility has been limited by computational constraints and simplistic agent behaviors, especially when simulating large populations.
Econometric policy evaluation: A critique
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Econometric policy evaluation: A critique. In Carnegie-Rochester conference series on public policy , Vol. 1. North-Holland, 19–46
Robert E Lucas Jr. 1976 · 1976
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Agent-Based Modeling: Methods and Techniques for Simulating Human Systems
Eric Bonabeau. 2002 · 2002
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120 Million Agents Self-Organize into 6 Million Firms: A Model of the U.S. Private Sector. In Proceedings of the 2016 International Conference on Autonomous Agents & Multiagent Systems (AAMAS ’16) . International Foundation for Autonomous Agents and Multiagent Systems, Richland, SC, 806–816
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Endogenous rise and collapse of housing price: an agent-based model of the housing market
Jiaqi Ge. 2017 · 2017
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Acts of Congress and COVID-19: A literature review on the impact of increased unemployment insurance benefits and stimulus checks
Elena Falcettoni and Vegard M Nygaard. 2020 · 2020
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Growing neural cellular automata
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Growing Neural Cellular Automata
Alexander Mordvintsev, Ettore Randazzo, Eyvind Niklasson, and Michael Levin. 2020b · 2020
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A Comparison of Economic Agent-Based Model Calibration Methods
Donovan Platt. 2020 · 2020
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Sbi: A Toolkit for Simulation-Based Inference
Alvaro Tejero-Cantero, Jan Boelts, Michael Deistler, Jan-Matthis Lueckmann, Conor Durkan, Pedro J. Gonçalves, David S. Greenberg, and Jakob H. Macke. 2020 · 2020
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June: Open-Source Individual-Based Epidemiology Simulation
Joseph Aylett-Bullock, Carolina Cuesta-Lazaro, Arnau Quera-Bofarull, Miguel Icaza-Lizaola, Aidan Sedgewick, Henry Truong, Aoife Curran, Edward Elliott, Tristan Caulfield, Kevin Fong, Ian Vernon, Julian Williams, Richard Bower, and Frank Krauss. 2021 · 2021
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DeepABM: scalable, efficient and differentiable agent-based simulations via graph neural networks. In Winter Simulation Conference (WSC)
Ayush Chopra, Esma Gel, Jayakumar Subramanian, Balaji Krishnamurthy, Santiago Romero-Brufau, Kalyan S Pasupathy, Thomas C Kingsley, and Ramesh Raskar. 2021 · 2021
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Lockdowns and the US unemployment crisis
Christian Dreger and Daniel Gros. 2021 · 2021
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Agent-based modelling of post-disaster recovery with remote sensing data
Saman Ghaffarian, Debraj Roy, Tatiana Filatova, and Norman Kerle. 2021 · 2021
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OpenABM-Covid19—An Agent-Based Model for Non-Pharmaceutical Interventions against COVID-19 Including Contact Tracing
Robert Hinch, William J. M. Probert, Anel Nurtay, Michelle Kendall, Chris Wymant, Matthew Hall, Katrina Lythgoe, Ana Bulas Cruz, Lele Zhao, Andrea Stewart, Luca Ferretti, Daniel Montero, James Warren, Nicole Mather, Matthew Abueg, Neo Wu, Olivier Legat, Katie Bentley, Thomas Mead, Kelvin Van-Vuuren, Dylan Feldner-Busztin, Tommaso Ristori, Anthony Finkelstein, David G. Bonsall, Lucie Abeler-Dörner, and Christophe Fraser. 2021 · 2021
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Covasim: An Agent-Based Model of COVID-19 Dynamics and Interventions
Cliff C. Kerr, Robyn M. Stuart, Dina Mistry, Romesh G. Abeysuriya, Katherine Rosenfeld, Gregory R. Hart, Rafael C. Núñez, Jamie A. Cohen, Prashanth Selvaraj, Brittany Hagedorn, Lauren George, Michał Jastrzębski, Amanda S. Izzo, Greer Fowler, Anna Palmer, Dominic Delport, Nick Scott, Sherrie L. Kelly, Caroline S. Bennette, Bradley G. Wagner, Stewart T. Chang, Assaf P. Oron, Edward A. Wenger, Jasmina Panovska-Griffiths, Michael Famulare, and Daniel J. Klein. 2021 · 2021
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Impacts of COVID-19 lockdowns and stimulus payments on low-income population’s spending in the United States
Kangli Li, Natasha Zhang Foutz, Yuxin Cai, Yunlei Liang, and Song Gao. 2021 · 2021
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Public health impact of delaying second dose of BNT162b2 or mRNA-1273 covid-19 vaccine: simulation agent based modeling study
Santiago Romero-Brufau, Ayush Chopra, Alex J Ryu, Esma Gel, Ramesh Raskar, Walter Kremers, Karen S Anderson, Jayakumar Subramanian, Balaji Krishnamurthy, Abhishek Singh, et al · 2021
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Automatic Differentiation of Programs with Discrete Randomness. In Advances in Neural Information Processing Systems , S. Koyejo, S. Mohamed, A. Agarwal, D. Belgrave, K. Cho, and A. Oh (Eds.), Vol. 35. Curran Associates, Inc., 10435–10447
Gaurav Arya, Moritz Schauer, Frank Schäfer, and Christopher Rackauckas. 2022 · 2022
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Agent Based Modeling in Economics and Finance: Past, Present, and Future
R. Axtell and J. Farmer. 2022 · 2022
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Epidemiological modelling in refugee and internally displaced people settlements: challenges and ways forward
Joseph Aylett-Bullock, Robert Tucker Gilman, Ian Hall, David Kennedy, Egmond Samir Evers, Anjali Katta, Hussien Ahmed, Kevin Fong, Keyrellous Adib, Lubna Al Ariqi, et al · 2022
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Don’t Simulate Twice: One-shot Sensitivity Analyses via Automatic Differentiation. In Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems (Aamas ’23) . International Foundation for Autonomous Agents and Multiagent Systems, Richland, SC, 1867–1876
Arnau Quera-Bofarull, Ayush Chopra, Joseph Aylett-Bullock, Carolina Cuesta-Lazaro, Anisoara Calinescu, Ramesh Raskar, and Michael Wooldridge. 2023 · 2023
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Don’t simulate twice: one-shot sensitivity analyses via automatic differentiation
Arnau Quera-Bofarull, Ayush Chopra, Joseph Aylett-Bullock, Carolina Cuesta-Lazaro, Anisoara Calinescu, Ramesh Raskar, and Michael Wooldridge. 2023 · 2023
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Bayesian Calibration of Differentiable Agent-Based Models
Arnau Quera-Bofarull, Ayush Chopra, Anisoara Calinescu, Michael Wooldridge, and Joel Dyer. 2023 · 2023
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FLAME GPU 2: A Framework for Flexible and Performant Agent Based Simulation on GPUs
Paul Richmond, Robert Chisholm, Peter Heywood, Mozhgan Kabiri Chimeh, and Matthew Leach. 2023 · 2023
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HyperNCA: Growing developmental networks with neural cellular automata
Elias Najarro, Shyam Sudhakaran, Claire Glanois, and Sebastian Risi. 2022 · 2022
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Beta, Delta, and Omicron, Deadliest Among SARS-CoV-2 Variants: A Computational Repurposing Approach
Mohammad Mamun Alam, Sumaiya Binte Hannan, Tanvir Ahmed Saikat, Md Belayet Hasan Limon, Md Raihan Topu, Md Jowel Rana, Asma Salauddin, Sagar Bosu, and Mohammed Ziaur Rahman. 2023 · 2023
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Towards Differentiable Agent-Based Simulation
Philipp Andelfinger. 2023 · 2023
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Rohan Anil, Andrew M Dai, and Yonghui et al Wu. 2023 · 2023
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Differentiable Agent-based Epidemiology. In Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems (AAMAS ’23) . International Foundation for Autonomous Agents and Multiagent Systems, Richland, SC, 1848–1857
Ayush Chopra, Alexander Rodríguez, Jayakumar Subramanian, Arnau Quera-Bofarull, Balaji Krishnamurthy, B. Aditya Prakash, and Ramesh Raskar. 2023 · 2023
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Gradient-Assisted Calibration for Financial Agent-Based Models. In Proceedings of the Fourth ACM International Conference on AI in Finance (Icaif ’23) . Association for Computing Machinery, New York, NY, USA, 288–296
Joel Dyer, Arnau Quera-Bofarull, Ayush Chopra, J. Doyne Farmer, Anisoara Calinescu, and Michael Wooldridge. 2023 · 2023
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Large Language Models as Simulated Economic Agents: What Can We Learn from Homo Silicus?
John J. Horton. 2023 · 2023
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Large language model-empowered agents for simulating macroeconomic activities
Nian Li, Chen Gao, Yong Li, and Qingmin Liao. 2023 · 2023
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COVID-19 is linked to changes in the time–space dimension of human mobility
Clodomir Santana, Federico Botta, Hugo Barbosa, Filippo Privitera, Ronaldo Menezes, and Riccardo Di Clemente. 2023 · 2023
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Personality Traits in Large Language Models
Greg Serapio-García, Mustafa Safdari, Clément Crepy, Luning Sun, Stephen Fitz, Peter Romero, Marwa Abdulhai, Aleksandra Faust, and Maja Matarić. 2023 · 2023
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LLaMA: Open and Efficient Foundation Language Models
Hugo Touvron, Thibaut Lavril, Gautier Izacard, Xavier Martinet, Marie-Anne Lachaux, Timothée Lacroix, Baptiste Rozière, Naman Goyal, Eric Hambro, Faisal Azhar, Aurelien Rodriguez, Armand Joulin, Edouard Grave, and Guillaume Lample. 2023 · 2023
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Alexander Sasha Vezhnevets, John P. Agapiou, Avia Aharon, Ron Ziv, Jayd Matyas, Edgar A. Duéñez-Guzmán, William A. Cunningham, Simon Osindero, Danny Karmon, and Joel Z. Leibo. 2023 · 2023
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A Framework for Learning in Agent-Based Models. In Proceedings of the 23rd International Conference on Autonomous Agents and Multi-Agent Systems . International Foundation for Autonomous Agents and Multiagent Systems
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