# DSE 2023 Summer School

## 1. Introduction to deep learning, Tensorflow and, Nuvolos cloud

Simon Scheidegger

*Monday, 21 August 2023*

## 2. Introduction to dynamic structural econometrics

John Rust

*Monday, 21 August 2023*

## 3. Numerical Dynamic Programing / best practices in Python

John Stachurski

*Monday, 21 August 2023*

## 4. Sturctual estimation of dynamic discrete choice models (MPEC and NFXP)

Bertel Schjerning

*Monday, 21 August 2023*

## 5. Stationary Equilibrium in Durable Goods Markets

Bertel Schjerning, Fedor Iskhakov

*Monday, 21 August 2023*

## 6. Deep Equilibrium Nets

Simon Scheidegger

*Tuesday, 22 August 2023*

## 7. DeepHAM: A global solution method for heterogeneous agent models with aggregate shocks

Yucheng Yang

*Tuesday, 22 August 2023*

## 8. Deep Uncertainty Quantification: With an Application to Integrated Assessment Models

Felix Kubler

*Tuesday, 22 August 2023*

## 9. Exploiting symmetry in high-dimensional DP models

Jesus Fernandez-Villaverde

*Tuesday, 22 August 2023*

## 10. Using deep learning to solve heterogeneous agents dynamic equilibrium problems.

Jesus Fernandez-Villaverde

*Tuesday, 22 August 2023*

## 11. Conditional independence and the inversion theorem

Robert A. Miller

*Wednesday, 23 August 2023*

## 12. Unobserved Heterogeneity and Finite Dependence

Robert A. Miller

*Wednesday, 23 August 2023*

## 13. Machine Learning, CCPs, and Dynamic Discrete Choice

Whitney Newey

*Wednesday, 23 August 2023*

## 14. Deep Learning for Individual Heterogeneity

Sanjog Misra

*Wednesday, 23 August 2023*

## 15. High-performance Computing with Python for Deep Learning

Rafael Sarmiento

*Wednesday, 23 August 2023*

## 16. Deep Surrogates for Structural Estimation

Hui Chen

*Saturday, 26 August 2023*

## 17. Random Matrix Theory and Machine Learning in Asset Pricing

Semyon Malamud

*Saturday, 26 August 2023*

## 18. Advances in dynamic programming: theory and algorithms

John Stachurski

*Saturday, 26 August 2023*

## 19. Endogenous grid point methods and machine learning

Fedor Iskhakov

*Saturday, 26 August 2023*

## 20. Are people Bayesian?

John Rust

*Saturday, 26 August 2023*

# DSE 2023 Conference “Deep Learning for Solving and Estimating Dynamic Models”

## 1. Inequality and the Zero Lower Bound

Jesús Fernández-Villaverde (UPenn)

*Thursday, 24 August, 2023*

## 2. Even Self-Aware Consumers Are Overconfident

Matthew N. White (University of Delaware and Econ-ARK)
*Thursday, 24 August, 2023*

## 3. Estimating Dynamic Value Effects with High Dimensional States

Whitney Newey (MIT)
*Thursday, 24 August, 2023*

## 4. Adaptive Estimation of Intersection Bounds: a Classification Approach

Vira Semenova (UC Berkeley)
*Thursday, 24 August, 2023*

## 5. The Virtue of Complexity Everywhere

Kangying Zhou (Yale)
*Thursday, 24 August, 2023*

## 6. Deep Learning Solutions to Master Equations for Continuous Time Heterogeneous Agent Macroeconomic Models

Jonathan Payne (Princeton)
*Thursday, 24 August, 2023*

## 7. Constructing Efficient Simulated Moments Using Temporal Convolutional Networks

Jonathan Chassot (University of St. Gallen)
*Thursday, 24 August, 2023*

## 8. When Does Wealth Inequality Matter for Asset Pricing?

Galo Nuno (Bank of Spain / BIS)
*Thursday, 24 August, 2023*

## 9. Economics-Inspired Neural Networks with Stabilizing Homotopies

Marlon Azinovic (UPenn)
*Friday, 25 August, 2023*

## 10. DeepSAM: Deep Learning for search and matching models

Yucheng Yang (University of Zurich)
*Friday, 25 August, 2023*

## 11. Complexity in Asset Pricing

Semyon Malamud (EPFL)
*Friday, 25 August, 2023*

## 12. The Cost of Intermediary Market Power for Distressed Borrowers

Winston Dou (UPenn Wharton)
*Friday, 25 August, 2023*

## 13. Teaching Economics to the Machines

Hui Chen (MIT)
*Friday, 25 August, 2023*

## 14. Scenario Sampling in Large Games

Bryan Graham (UC Berkeley), Andrin Pelican (University of St. Gallen)
*Friday, 25 August, 2023*

## 15. Estimating Nonlinear Heterogeneous Agents Models with Neural Networks

Hanno Kase (European Central Bank)
*Friday, 25 August, 2023*

## 16. Household Savings and Monetary Policy under Individual and Aggregate Stochastic Volatility

Lilia Maliar (CUNY)
*Friday, 25 August, 2023*