PhD student (2024-present)
MIT
77 Massachusetts Ave, Cambridge, MA 02139
2025-01-22 Our paper proposing learning mean field games with a simple SGD and population-aware function approximation is accepted to ICLR 2025.
2024-05-01 Our paper developing a new formulation and a learning method for discontinuous graphon games is accepted to ICML 2024.
2024-04-15
My PhD application journey has concluded. A heartfelt thank you to everyone who supported me!
I am excited to join MIT LIDS & IDSS in Fall 2024.
2024-01-16 Our paper on federated reinforcement learning with heterogeneous agents is accepted to ICLR 2024.
2023-12-31 I graduated from Columbia University!
I will start my PhD study in Fall 2024.
Feel free to reach out if you want to collaborate or chat in between.
I help machines efficiently learn how to make decisions.
My long-term research goal is to combine efficient optimization methods and tailored machine learning frameworks with strong theoretical guarantees to address societal challenges.
With this goal in mind, my current research interests are in decision-making (reinforcement learning & control), multi-agent machine learning (federated learning & game), and optimization.
Stochastic Semi-Gradient Descent for Learning Mean Field Games with Population-Aware Function Approximation
ICLR, 2025.
Riemannian Trust Region Methods for SC1
Minimization
Journal of Scientific Computing, 2024.
Graphon Mean Field Games with a Representative Player: Analysis and Learning Algorithm
ICML, 2024.
Finite-Time Analysis of On-Policy Heterogeneous Federated Reinforcement Learning
ICLR, 2024.
A Single Online Agent Can Efficiently Learn Mean Field Games
ECAI, 2024.
Riemannian Adaptive Regularized Newton Methods with
Hölder Continuous Hessians
Submitted to Mathematics of Operations Research, 2023.
PhD Application Reflection, For Future Reference
Some reflections on my PhD application process, hoping to help future applicants.
Pandoc Filters
Useful pandoc filters for an academic workflow
Obsidian Terminal
Theme
An Obsidian theme that emulates a terminal
EDAV Garden
A digital garden for
Exploratory Data
Analysis and Visualization
Review vs Stream
A research report on music reviews and streams
Salt Library
A multi-functional, interactive library system
Wox Theme Library
A theme library for Wox launcher
Note Box
The published version of my personal knowledge base
[work in progress]
