Curriculum Vitae

**Software**

- networkinference. Python package for inference with data exhibiting network dependence or other forms of complex or unknown weak dependence.

**Working Papers**

- Leung, M. and P. Loupos. Graph Neural Networks for Causal Inference Under Network Confounding (2024).
- Leung, M. Causal Interpretation of Estimands Defined by Exposure Mappings (2024).
- Leung, M. Design of Cluster-Randomized Trials with Cross-Cluster Interference (2023).
- Leung, M. and R. Moon.
Normal Approximation in Large Network Models (2023).

long version - Alidaee, H., E. Auerbach, and M. Leung.
Recovering Network Structure from Aggregated Relational Data Using Penalized Regression (2020).

R and Python packages - Leung, M. Inference in Models of Discrete Choice with Social Interactions Using Network Data (2019).

**Publications**

- Leung, M.
Discussion of "Causal inference with misspecified exposure mappings: separating definitions and assumptions" (2024).
*Biometrika*, 111(1), 17-20. - Leung, M.
Network Cluster-Robust Inference (2023).
*Econometrica*, 91(2), 641-667.

Python package | replication code | working paper - Leung, M.
Rate-Optimal Cluster-Randomized Designs for Spatial Interference (2022).
*Annals of Statistics*, 50(5), 3064-3087.

replication code | working paper - Leung, M.
Dependence-Robust Inference Using Resampled Statistics (2022).
*Journal of Applied Econometrics*, 37(2), 270-285.

Python package | replication code | working paper - Gallant, R., H. Hong, M. Leung, and J. Li. Constrained Estimation Using Penalization and MCMC (2022).
*Journal of Econometrics*, 228(1), 85-106.

working paper - Leung, M.
Causal Inference Under Approximate Neighborhood Interference (2022).
*Econometrica*, 90(1), 267-293.

Python package | replication code | working paper - Leung, M.
Equilibrium Computation in Discrete Network Games (2020).
*Quantitative Economics*, 11(4), 1325-1347.

replication code - Leung, M.
Treatment and Spillover Effects Under Network Interference (2020).
*Review of Economics and Statistics*, 102(2), 368-380.

Python package | replication code | working paper - Hong, H., M. Leung, and J. Li.
Inference on Finite Population Treatment Effects Under Limited Overlap (2020).
*The Econometrics Journal*, 23(1), 32-47.

replication code | working paper - Leung, M.
A Weak Law for Moments of Pairwise Stable Networks (2019).
*Journal of Econometrics*, 210(2), 310-326.

erratum | replication code | working paper - Leung, M.
Two-Step Estimation of Network-Formation Models with Incomplete Information (2015).
*Journal of Econometrics*, 188(1), 182-195.

replication code | working paper

**Idle Manuscripts**

- Leung, M. and P. Loupos. Unconfoundedness with Network Interference (2023). Superceded by "Graph Neural Networks for Causal Inference Under Network Confounding" and "Causal Interpretation of Estimands Defined by Exposure Mappings."
- Leung, M. A Random-Field Approach to Inference in Large Models of Network Formation (2015). Superceded by "A Weak Law for Moments of Pairwise Stable Networks" and "Normal Approximation in Large Network Models."