2026 SMLE Annual Conference

Conference Schedule

Machine Learning in Economics: Parallel Sessions

Saturday, July 11

Day 1 · Dinner 18:00-20:00

08:30-09:00All participants
Opening Ceremony & Group PhotoRoom 601
TimeMorning sessions
Session 1Room 219 · Chair: Felix Kubler
Session 2Room 305 · Chair: Longtian Zhang
09:00-09:40Talk 1
Computational EconomicsPS1-01

Bayesian optimization on the equilibrium manifold

Felix Kubler

University of Zurich

MacroeconomicsPS2-01

Computing Power, Synthetic Data, and Welfare in the Generative-AI Economy

Longtian Zhang

Central University of Finance and Economics

09:40-10:20Talk 2
Computational EconomicsPS1-02

Operator Equilibrium Nets

Jun Zhang

Rice University

MacroeconomicsPS2-02

Heterogeneous Attention and Macroeconomic Dynamics: Theory and LLM Experiments

Jiahui Sun

Peking University

10:20-10:55Break
Morning Coffee BreakOutside Room 219 · 10:20-10:55
10:55-11:35Talk 3
Computational EconomicsPS1-03

Informed Actor-Critic Method for Optimal Control in Economic Dynamics

Serguei Maliar

Santa Clara University

MacroeconomicsPS2-03

Artificial Intelligence, Expertise Requirements, and Wealth Inequality

Xuejing Ding

University of Chinese Academy of Sciences

11:35-12:15Talk 4
Computational EconomicsPS1-04

Deep Learning for Dynamic Programming under Recursive Utility

Xianhua Peng

Peking University HSBC Business School

MacroeconomicsPS2-04

The AI Growth Paradox: Incumbent Entrenchment and the Distribution of Innovation

Guiyou Guan

University of California, Irvine

12:15-14:00Lunch
LunchBox lunch pickup and dining: Room 219 · 12:15-14:00
TimeAfternoon sessions
Session 1Room 219 · Chair: Goutham Gopalakrishna
Session 2Room 305 · Chair: Jinyun Fan
14:00-14:40Talk 5
Asset PricingPS1-05

Institutional Asset Pricing with Segmentation and Household Heterogeneity

Goutham Gopalakrishna

University of Toronto, Rotman School of Management

MacroeconomicsPS2-05

The Evolution of Labor Income Distribution under the Impact of Artificial Intelligence

Jinyun Fan

Jilin University

14:40-15:20Talk 6
MacroeconomicsPS1-06

Macroeconomics with Foundation Models: Forecasting, Identification, and Structural Scenario Analysis

Zhihang Liang

Boston College

FinancePS2-06

A Deep Ambiguity Framework for Portfolio Optimization: Integrating an LSTM-MDN Model

Xinping Li / Yeguan Yu

Peking University

15:20-15:55Break
Afternoon Coffee BreakOutside Room 219 · 15:20-15:55
15:55-16:35Talk 7
Computational EconomicsPS1-07

Equilibrium World Models

Simon Scheidegger

HEC Lausanne

LLMPS2-07

Understanding the Mechanism of Altruism in Large Language Models

Shuhuai Zhang

Central University of Finance and Economics

16:35-17:15Talk 8
Computational EconomicsPS1-08

Applications of a Deep Learning-Based Probabilistic Approach to Economic Models with High-Dimensional Controls

Ji Huang

The Chinese University of Hong Kong

MicroeconomicsPS2-08

Algorithmic Coordination in Global Games

Xuesong Huang

Sun Yat-sen University

18:00-20:00Conference Dinner
Conference DinnerSaturday, July 11 · 18:00-20:00 · Zhongguanxinyuan Yiyuan Chinese Restaurant, Guanhu Hall (中关新园怡园中餐厅观湖厅)

Sunday, July 12

Day 2

TimeMorning sessions
Session 1Room 219 · Chair: Yucheng Yang
Session 2Room 305 · Chair: Sixuan Li
09:00-09:40Talk 1
Financial EconomicsPS1-09

Liquidity and Risk in OTC Markets: A Theory of Asset Pricing and Portfolio Flows

Yucheng Yang

University of Zurich

MicroeconomicsPS2-09

Administrative Transaction Networks Reveal Distinct Informational Regimes across Economic Sectors

Sixuan Li

Peking University

09:40-10:20Talk 2
Computational MacroeconomicsPS1-10

Continuous-Time Heterogeneous Agent Models with Recursive Utility and Preference for Late Resolution

Qing Tang

China University of Geosciences (Wuhan)

MicroeconomicsPS2-10

Car Adoption: Fuel or Electric

Dandan Wang

Liaoning University

10:20-10:55Break
Morning Coffee BreakOutside Room 219 · 10:20-10:55
10:55-11:35Talk 3
Quantitative MacroeconomicsPS1-11

GRAM: Generative Reasoning and Augmented Modeling for Quantitative Macroeconomics

Yaolang Zhong

Presenter for Zhigang Feng, University of Nebraska at Omaha

EconometricsPS2-11

Causal Mediation Analysis with Proxy Variables and Minimax Learning

Jinfeng Li

Tsinghua University

11:35-12:15Talk 4
Computational EconomicsPS1-12

Using Deep Learning and Finite-Difference Methods Together to Solve Heterogeneous Agent Models with Aggregate Shocks

Nam Phan

University of Western Australia

Public FinancePS2-12

Machine Learning for Optimal Nonlinear Income Taxation: A VPINN Approach

Yige Xu

University of International Business and Economics

12:15-14:00Lunch
LunchBox lunch pickup and dining: Room 219 · 12:15-14:00
14:00-14:40All participants
Coffee Event CERES: Computational Economics via Reconfigurable Electronic Systems Qiuping Wu · Institute for Artificial Intelligence, Peking University · Room 219 · Coffee served in the room
TimeParallel talks resume
Session 1Room 219 · Chair: Shenghao Zhu
Session 2Room 305 · Chair: Weijia Wang
14:40-15:20Talk 5
MacroeconomicsPS1-13

Stability of a Heterogeneous Agent Model with Precautionary Savings

Shenghao Zhu

University of International Business and Economics

Applied EconometricsPS2-13

Institutional Digital Opening, Telecommunications Thresholds, and Bilateral Services Exports: Evidence from Double Machine Learning

Weijia Wang

Xi'an Jiaotong University

15:20-16:00Talk 6
FinancePS1-14

Asset Pricing with Endogenous Default

Paul Ehling

BI Norwegian Business School

Asset PricingPS2-14

Factor Investing and the Integration of Corporate Bond and Equity Markets

Yuanzhi Wang

City University of Hong Kong

16:00-16:40Talk 7
Computational MacroeconomicsPS1-15

Accelerating the Krusell-Smith Algorithm with Deep Learning

Yoshiya Yokomoto

Keio University

Applied EconometricsPS2-15

Mechanisms Through Which AI Alleviates Baumol's Cost Disease: Causal Inference Evidence from Double Machine Learning

Qiangqiang Liu

School of Economics, Harbin University of Commerce

Logistics and Presentation Notes

  • Presentation format: each talk is 30 minutes. The conference language is English.
  • Venue: the opening ceremony and group photo take place in Room 601; parallel sessions take place in Rooms 219 and 305, School of Economics, Peking University.
  • Coffee: regular coffee breaks are held outside Room 219; on July 12 afternoon, coffee is served during the 14:00 coffee event in Room 219, with no separate afternoon break.
  • Campus entry: participants should enter through PKU Xiaodongmen and bring a passport or national ID card for verification.
  • Attendance-only participation: participants without a paper presentation may attend, but registration is required.