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Using the Sequence-Space Jacobian to Solve and Estimate Heterogeneous-Agent Models

Citations

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Cited by:

  1. Galo Nuño, 2025. "Three Theories of Natural Rate Dynamics," Working Papers 2528, Banco de España.
  2. Bardóczy, Bence & Savoia, Ettore & Vel´asquez-Giraldo, Mateo, 2026. "HANK Comes of Age: Monetary Policy with Heterogeneous Overlapping Generations," Working Paper Series 461, Sveriges Riksbank (Central Bank of Sweden).
  3. repec:ecb:ecbdps:202527 is not listed on IDEAS
  4. Cahn, Christophe & Fève, Patrick & Matheron, Julien, 2026. "The long-run effects of Fiscal Rebalancing in a heterogeneous-agent model," European Economic Review, Elsevier, vol. 184(C).
  5. Julián Arteaga & Nicolás de Roux & Margarita Gáfaro & Ana María Ibáñez & Heitor S. Pellegrina, 2025. "Farm Size Distribution, Weather Shocks, and Agricultural Productivity," Borradores de Economia 1305, Banco de la Republica de Colombia.
  6. Papp, Tamás K. & Reiter, Michael, 2020. "Estimating linearized heterogeneous agent models using panel data," Journal of Economic Dynamics and Control, Elsevier, vol. 115(C).
  7. Adrien Auclert & Ludwig Straub & Matthew Rognlie, 2019. "Micro Jumps, Macro Humps: monetary policy and business cycles in an estimated HANK model," 2019 Meeting Papers 1449, Society for Economic Dynamics.
  8. Fernández-Villaverde, Jesús & Marbet, Joël & Nuño, Galo & Rachedi, Omar, 2025. "Inequality and the zero lower bound," Journal of Econometrics, Elsevier, vol. 249(PC).
  9. Galo Nuño & Carlos Thomas, 2020. "Optimal Monetary Policy with Heterogeneous Agents," CESifo Working Paper Series 8670, CESifo.
  10. Christian Bayer & Benjamin Born & Ralph Luetticke, 2024. "Shocks, Frictions, and Inequality in US Business Cycles," American Economic Review, American Economic Association, vol. 114(5), pages 1211-1247, May.
  11. Charles Labrousse & Yann Perdereau, 2024. "Geography versus income: the heterogeneous effects of carbon taxation," PSE Working Papers halshs-04464900, HAL.
  12. Rigato, Rodolfo Dinis, 2026. "A least-squares filter for sequence-space models," Working Paper Series 3191, European Central Bank.
  13. Alisdair McKay & Johannes F. Wieland, 2021. "Lumpy Durable Consumption Demand and the Limited Ammunition of Monetary Policy," Econometrica, Econometric Society, vol. 89(6), pages 2717-2749, November.
  14. Jesús Fernández‐Villaverde & Samuel Hurtado & Galo Nuño, 2023. "Financial Frictions and the Wealth Distribution," Econometrica, Econometric Society, vol. 91(3), pages 869-901, May.
  15. Grancini, Stefano, 2025. "Public debt, iMPCs & fiscal policy transmission," Working Paper Series 3106, European Central Bank.
  16. Zhouzhou Gu & Mathieu Lauri`ere & Sebastian Merkel & Jonathan Payne, 2024. "Global Solutions to Master Equations for Continuous Time Heterogeneous Agent Macroeconomic Models," Papers 2406.13726, arXiv.org.
  17. Dobrew, Michael & Gerke, Rafael & Giesen, Sebastian & Röttger, Joost, 2025. "Make-up strategies with incomplete markets and bounded rationality," European Economic Review, Elsevier, vol. 173(C).
  18. Felipe Alves, 2022. "Job Ladder and Business Cycles," Staff Working Papers 22-14, Bank of Canada.
  19. Balbus, Lukasz & Dziewulski, Pawel & Reffett, Kevin & Wozny, Lukasz, 2022. "Markov distributional equilibrium dynamics in games with complementarities and no aggregate risk," Theoretical Economics, Econometric Society, vol. 17(2), May.
  20. Brzoza-Brzezina, Michał & Rigato, Rodolfo Dinis, 2026. "The great redistribution that wasn’t: a HANK-OLG perspective on monetary policy," Working Paper Series 3197, European Central Bank.
  21. Dirk Niepelt, 2024. "Money and Banking with Reserves and CBDC," Journal of Finance, American Finance Association, vol. 79(4), pages 2505-2552, August.
  22. Bartal, Mehdi & Becard, Yvan, 2024. "Consumption tax cuts vs stimulus payments," Journal of Public Economics, Elsevier, vol. 239(C).
  23. Adrien Auclert & Bence Bardóczy & Matthew Rognlie, 2023. "MPCs, MPEs, and Multipliers: A Trilemma for New Keynesian Models," The Review of Economics and Statistics, MIT Press, vol. 105(3), pages 700-712, May.
  24. Bayer, Christian & Luetticke, Ralph & Weiss, Maximilian & Winkelmann, Yannik, 2026. "An endogenous gridpoint method for distributional dynamics," Journal of Monetary Economics, Elsevier, vol. 158(C).
  25. Bardóczy, Bence & Sim, Jae & Tischbirek, Andreas, 2025. "The macroeconomic effects of excess savings," Journal of Monetary Economics, Elsevier, vol. 156(C).
  26. Francesco Ferlaino, 2025. "Effects of different financial frictions on households," Working Papers in Public Economics 263, Department of Economics and Law, Sapienza University of Rome.
  27. Savoia, Ettore, 2026. "Intertemporal Self-insurance and Excess Sensitivity of Affluent Households," Working Paper Series 464, Sveriges Riksbank (Central Bank of Sweden).
  28. François Le Grand & Xavier Ragot, 2022. "Managing Inequality Over Business Cycles: Optimal Policies With Heterogeneous Agents And Aggregate Shocks," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 63(1), pages 511-540, February.
  29. Harry Aytug, 2026. "United in Currency, Divided in Growth: Dynamic Effects of Euro Adoption," Papers 2601.20169, arXiv.org.
  30. Emmet Hall-Hoffarth, 2023. "Non-linear approximations of DSGE models with neural-networks and hard-constraints," Papers 2310.13436, arXiv.org.
  31. Karadi, Peter & Nakov, Anton & Nuño, Galo & Pasten, Ernesto & Thaler, Dominik, 2025. "Strike while the iron is hot – optimal monetary policy under state-dependent pricing," Working Paper Series 3068, European Central Bank.
  32. Bjarni G. Einarsson, 2024. "Online Monitoring of Policy Optimality," Economics wp95, Department of Economics, Central bank of Iceland.
  33. Davide Debortoli & Jordi Galí, 2025. "Heterogeneity and Aggregate Fluctuations: Insights from TANK Models," NBER Macroeconomics Annual, University of Chicago Press, vol. 39(1), pages 307-357.
  34. Xiaoshan Chen & Spyridon Lazarakis & Petros Varthalitis, 2025. "Debt targets and fiscal consolidation in a Euro Area HANK model," Quantitative Economics, Econometric Society, vol. 16(4), pages 1321-1359, November.
  35. Yucheng Yang & Chiyuan Wang & Andreas Schaab & Benjamin Moll, 2025. "Structural Reinforcement Learning for Heterogeneous Agent Macroeconomics," Papers 2512.18892, arXiv.org.
  36. Rendahl, Pontus, 2022. "Continuous vs. discrete time: Some computational insights," Journal of Economic Dynamics and Control, Elsevier, vol. 144(C).
  37. Guerreiro, Joao & Hazell, Jonathon & Lian, Chen & Patterson, Christina, 2024. "Why Do Workers Dislike Inflation? Wage Erosion and Conflict Costs," IZA Discussion Papers 17339, IZA Network @ LISER.
  38. Le Grand, François & Ragot, Xavier, 2023. "Optimal policies with heterogeneous agents: Truncation and transitions," Journal of Economic Dynamics and Control, Elsevier, vol. 156(C).
  39. Pedro Brinca & Joao Duarte & Ana Melissa Ferreira & Valter Nobrega, 2024. "Asset liquidity and the welfare costs of business cycles," Nova SBE Working Paper Series wp667, Universidade Nova de Lisboa, Nova School of Business and Economics.
  40. Böhl, Gregor, 2022. "Ensemble MCMC sampling for robust Bayesian inference," IMFS Working Paper Series 177, Goethe University Frankfurt, Institute for Monetary and Financial Stability (IMFS).
  41. Cameron Fen, 2022. "Fast Simulation-Based Bayesian Estimation of Heterogeneous and Representative Agent Models using Normalizing Flow Neural Networks," Papers 2203.06537, arXiv.org.
  42. Marcelo Veracierto, 2025. "Computing Aggregate Fluctuations of Economies with Private Information," Working Paper Series WP 2025-19, Federal Reserve Bank of Chicago.
  43. Macnamara, Patrick & Pidkuyko, Myroslav & Rossi, Raffaele, 2024. "Marginal tax rates and income in the long run: Evidence from a structural estimation," Journal of Monetary Economics, Elsevier, vol. 142(C).
  44. Marlon Azinovic-Yang & Jan Zemlicka, 2025. "Deep Learning in the Sequence Space," CERGE-EI Working Papers wp802, The Center for Economic Research and Graduate Education - Economics Institute, Prague.
  45. Alisdair McKay & Christian K. Wolf, 2023. "What Can Time‐Series Regressions Tell Us About Policy Counterfactuals?," Econometrica, Econometric Society, vol. 91(5), pages 1695-1725, September.
  46. Hong, Seungki, 2023. "MPCs in an emerging economy: Evidence from Peru," Journal of International Economics, Elsevier, vol. 140(C).
  47. Darracq Pariès, Matthieu & Notarpietro, Alessandro & Kilponen, Juha & Papadopoulou, Niki & Zimic, Srečko & Aldama, Pierre & Langenus, Geert & Alvarez, Luis Julian & Lemoine, Matthieu & Angelini, Elena, 2021. "Review of macroeconomic modelling in the Eurosystem: current practices and scope for improvement," Occasional Paper Series 267, European Central Bank.
  48. Boehl, Gregor, 2025. "HANK on speed: Robust nonlinear solutions using automatic differentiation," Journal of Economic Theory, Elsevier, vol. 230(C).
  49. Matteo Iacoviello & Ricardo Nunes & Andrea Prestipino, 2025. "Optimal Credit Market Policy," School of Economics Discussion Papers 0225, School of Economics, University of Surrey.
  50. Francesco Ferlaino, 2024. "Does the financial accelerator accelerate inequalities?," Working Papers 538, University of Milano-Bicocca, Department of Economics.
  51. Eftekhari, Aryan & Juillard, Michel & Rion, Normann & Scheidegger, Simon, 2026. "Scalable global solution techniques for high-dimensional models in Dynare," Journal of Economic Dynamics and Control, Elsevier, vol. 182(C).
  52. Bellifemine, Marco & Couturier, Adrien & Jamilov, Rustam, 2025. "Monetary unions with heterogeneous fiscal space," Journal of International Economics, Elsevier, vol. 156(C).
  53. Rodolfo G. Campos & Jesús Fernández-Villaverde & Galo Nuño & Peter Paz, 2024. "Navigating by Falling Stars: Monetary Policy with Fiscally Driven Natural Rates," NBER Working Papers 32219, National Bureau of Economic Research, Inc.
  54. Yves Achdou & Jiequn Han & Jean-Michel Lasry & Pierre-Louis Lionse & Benjamin Moll, 2022. "Income and Wealth Distribution in Macroeconomics: A Continuous-Time Approach," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(1), pages 45-86.
  55. Achdou, Yves & Han, Jiequn & Lasry, Jean Michel & Lions, Pierre Louis & Moll, Ben, 2022. "Income and wealth distribution in macroeconomics: a continuous-time approach," LSE Research Online Documents on Economics 107422, London School of Economics and Political Science, LSE Library.
  56. Lee, H., 2026. "Dancing on the Saddles: A Geometric Framework for Stochastic Equilibrium Dynamics," Cambridge Working Papers in Economics 2604, Faculty of Economics, University of Cambridge.
  57. García, Benjamín & Giarda, Mario & Lizama, Carlos & Rojas, Ignacio, 2024. "Transmission mechanisms in HANK: An application to Chile," Latin American Journal of Central Banking (previously Monetaria), Elsevier, vol. 5(3).
  58. Kase, Hanno & Rigato, Rodolfo Dinis, 2025. "Beyond averages: heterogeneous effects of monetary policy in a HANK model for the euro area," Working Paper Series 3086, European Central Bank.
  59. Jiequn Han & Yucheng Yang & Weinan E, 2021. "DeepHAM: A Global Solution Method for Heterogeneous Agent Models with Aggregate Shocks," Papers 2112.14377, arXiv.org, revised Feb 2022.
  60. Savoia, Ettore, 2023. "The effects of labor income risk heterogeneity on the marginal propensity to consume," Working Paper Series 2866, European Central Bank.
  61. Albacete, Nicolas & Fessler, Pirmin & Pekanov, Atanas, 2025. "The role of MPC heterogeneity for fiscal policy in the euro area," Journal of Macroeconomics, Elsevier, vol. 86(C).
  62. William Du & Adrian Monninger & Xincheng Qiu & Tao Wang, 2025. "Perceived Unemployment Risks over Business Cycles," Staff Working Papers 25-23, Bank of Canada.
  63. Marta Grzeskiewicz, 2025. "Solving Heterogeneous Agent Models with Physics-informed Neural Networks," Papers 2511.20283, arXiv.org.
  64. Hanno Kase & Matthias Rottner & Fabio Stohler, 2025. "Generative economic modeling," BIS Working Papers 1312, Bank for International Settlements.
  65. Matthew D. Cocci & Mikkel Plagborg-Møller, 2021. "Standard Errors for Calibrated Parameters," Working Papers 2021-20, Princeton University. Economics Department..
  66. Alessandro Lin & Marcel Peruffo, 2024. "Aggregate uncertainty, HANK, and the ZLB," Temi di discussione (Economic working papers) 1442, Bank of Italy, Economic Research and International Relations Area.
  67. Bayer, Christian & Kriwoluzky, Alexander & Müller, Gernot J. & Seyrich, Fabian, 2024. "A HANK2 model of monetary unions," Journal of Monetary Economics, Elsevier, vol. 147(S).
  68. Kase, Hanno & Melosi, Leonardo & Rottner, Matthias, 2022. "Estimating Nonlinear Heterogeneous Agents Models with Neural Networks," CEPR Discussion Papers 17391, C.E.P.R. Discussion Papers.
  69. Eduardo Dávila & Andrés Rodríguez-Clare & Andreas Schaab & Stacy Tan, 2025. "A Dynamic Theory of Optimal Tariffs," NBER Working Papers 33898, National Bureau of Economic Research, Inc.
  70. Bence Bardóczy, 2024. "HANK Comes of Age: Monetary Policy with Heterogeneous Overlapping Generations," Finance and Economics Discussion Series 2024-052r1, Board of Governors of the Federal Reserve System (U.S.), revised 19 Dec 2025.
  71. Yu-Ting Chiang & Mikayel Sukiasyan & Piotr Żoch, 2025. "The Distributional Effects of Bailouts," Review, Federal Reserve Bank of St. Louis, vol. 107(17), pages 1-10, November.
  72. Darougheh, Saman & Faccini, Renato & Melosi, Leonardo & Villa, Alessandro T., 2024. "On-the-Job Search and Inflation under the Microscope," The Warwick Economics Research Paper Series (TWERPS) 1536, University of Warwick, Department of Economics.
  73. Kudlyak, Marianna & Faia, Ester & Shabalina, Ekaterina, 2021. "Dynamic Labor Reallocation with Heterogeneous Skills and Uninsured Idiosyncratic Risk," CEPR Discussion Papers 16008, C.E.P.R. Discussion Papers.
  74. Schesch, Constantin, 2024. "Pseudospectral methods for continuous-time heterogeneous-agent models," Journal of Economic Dynamics and Control, Elsevier, vol. 163(C).
  75. Serdar Birinci & Fatih Karahan & Yusuf Mercan & Kurt See, 2022. "Labor Market Shocks and Monetary Policy," Working Papers 2022-016, Federal Reserve Bank of St. Louis, revised 10 Feb 2026.
  76. Partsch, Emil Holst & Petrella, Ivan & Santoro, Emiliano, 2026. "Consumer durables and monetary policy according to HANK," Journal of Monetary Economics, Elsevier, vol. 157(C).
  77. Bellifemine, Marco & Couturier, Adrien & Jamilov, Rustam, 2025. "Monetary unions with heterogeneous fiscal space," LSE Research Online Documents on Economics 128186, London School of Economics and Political Science, LSE Library.
  78. Benjamín García & Mario Giarda & Carlos Lizama & Damian Romero, 2023. "Time-Varying Expenditure Shares and Macroeconomic Dynamics," Working Papers Central Bank of Chile 1000, Central Bank of Chile.
  79. Kwicklis, Noah, 2025. "Active vs. passive policy and the trade-off between output and inflation in HANK," Journal of Monetary Economics, Elsevier, vol. 151(C).
  80. Marlon Azinovic-Yang & Jan v{Z}emliv{c}ka, 2025. "Deep Learning in the Sequence Space," Papers 2509.13623, arXiv.org, revised Mar 2026.
  81. Benjamin Moll, 2025. "The Trouble with Rational Expectations in Heterogeneous Agent Models: A Challenge for Macroeconomics," Papers 2508.20571, arXiv.org.
  82. Sztachera, Maciej, 2024. "Hours, wages, and multipliers," MPRA Paper 121556, University Library of Munich, Germany.
  83. Nicolas Albacete & Pirmin Fessler & Atanas Pekanov, 2024. "The Role of MPC Heterogeneity for Fiscal and Monetary Policy in the Euro Area (Nicolas Albacete, Pirmin Fessler, Atanas Pekanov)," Working Papers 254, Oesterreichische Nationalbank (Austrian Central Bank).
  84. Bobasu, Alina & Dobrew, Michael & Repele, Amalia, 2025. "Energy price shocks, monetary policy and inequality," European Economic Review, Elsevier, vol. 175(C).
  85. Jeppe Druedahl & Søren Hove Ravn & Laura Sunder-Plassmann & Jacob Sundram & Nicolai Waldstrøm, 2025. "Fiscal Multipliers in Small Open Economies with Heterogeneous Households," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 73(3), pages 654-707, September.
  86. Roulleau-Pasdeloup, Jordan, 2023. "Analyzing Linear DSGE models: the Method of Undetermined Markov States," Journal of Economic Dynamics and Control, Elsevier, vol. 151(C).
  87. Andreas Tryphonides, 2023. "Identifying Preferences when Households are Financially Constrained," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 51, pages 521-546, December.
  88. Cristiano Cantore & Filippo Ferroni & Hroon Mumtaz & Angeliki Theophilopoulou, 2022. "A tail of labour supply and a tale of monetary policy," Bank of England working papers 989, Bank of England.
  89. Beatriz González & Galo Nuño & Dominik Thaler & Silvia Albrizio, 2021. "Firm heterogeneity, capital misallocation and optimal monetary policy," Working Papers 2145, Banco de España.
  90. Zheng Gong, 2025. "When Does Household Heterogeneity Matter for Aggregate Fluctuations?," CRC TR 224 Discussion Paper Series crctr224_2025_624v2, University of Bonn and University of Mannheim, Germany, revised Sep 2025.
  91. Ben Moll, 2020. "The Research Agenda: Ben Moll on the Rich Interactions between Inequality and the Macroeconomy," EconomicDynamics Newsletter, Review of Economic Dynamics, vol. 21(2), November.
  92. Dengler, Thomas & Gerke, Rafael & Giesen, Sebastian & Kienzler, Daniel & Röttger, Joost & Scheer, Alexander & Wacks, Johannes, 2024. "A primer on optimal policy projections," Technical Papers 01/2024, Deutsche Bundesbank.
  93. Alexa Kaminski & Alistair Macaulay & Wenting Song, 2026. "Monetary Policy Narratives and the Transmission of Monetary Policy," School of Economics Discussion Papers 0126, School of Economics, University of Surrey.
  94. Daniel Albuquerque & Thomas Lazarowicz & Jamie Lenney, 2025. "Monetary transmission through the housing sector," Bank of England working papers 1115, Bank of England.
  95. Laura Liu & Mikkel Plagborg-M?ller, 2021. "Full-Information Estimation of Heterogeneous Agent Models Using Macro and Micro Data," CAEPR Working Papers 2021-001 Classification- , Center for Applied Economics and Policy Research, Department of Economics, Indiana University Bloomington.
  96. Chenxin Zhang & Yujie Yang & Wenwen Hou, 2025. "Trade Friction in Two-Country HANK with Financial Friction," Computational Economics, Springer;Society for Computational Economics, vol. 65(1), pages 365-394, January.
  97. Lee, Hanbaek, 2022. "Repeated Transition Method and the Nonlinear Business Cycle with the Corporate Saving Glut," MPRA Paper 115887, University Library of Munich, Germany.
  98. Johannes Wieland, 2024. "Comment on "Heterogeneity and Aggregate Fluctuations: Insights from TANK Models"," NBER Chapters, in: NBER Macroeconomics Annual 2024, volume 39, pages 358-365, National Bureau of Economic Research, Inc.
  99. Felipe Alves & Christian Bustamante & Xing Guo & Katya Kartashova & Soyoung Lee & Thomas Michael Pugh & Kurt See & Yaz Terajima & Alexander Ueberfeldt, 2022. "Heterogeneity and Monetary Policy: A Thematic Review," Discussion Papers 2022-2, Bank of Canada.
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