Skip to content
View MengqiLi0000's full-sized avatar

Block or report MengqiLi0000

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Content in all repositories owned by your account will be closed.
Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
MengqiLi0000/README.md

Hi there 👋 I'm Mengqi [MON-chee] GitHub Mini Badge

I like machine learning and nonparametric statistics. I also build and train models.
I enjoy studying shapes, space and time, so my subinterests are geometry and spatiotemporal analysis.
I value simplicity, peace and stewardship.

Research

Inference for Nonlinear Functionals in Nonparametric Quantile IV Models under Non-identification and Non-smoothness

Fragility in Average Treatment Effect on the Treated under Limited Covariate Support

A Geometry-Driven Framework for Estimating the Spatial Weight Matrix in SAR Models
A geometry-based approach to estimating spatial interaction structure

Research on Vehicle Dispatch Problem Based on Kuhn-Munkres and Reinforcement Learning Algorithm
Combines combinatorial matching with reinforcement learning for dynamic vehicle dispatch.

Project Demos

RAG Model Router

RAG model router
Feature Governance

Feature governance
Paper Graph

Paper graph
Math Notation Explainer

Math notation explainer

Writing

Machine Learning

What Are We Optimizing? Regularization Optimization Data and Sampling

Agents / game theory / theory of mind

What Is an Agent?
When Another Agent Appears
Nash Equilibrium for AI Agents
Why Rational AI Agents Fail to Cooperate
Mechanism Design: Design the Rules, Not Just the Players

Physical constraints

Token price breakdown for LLMs:
Serving Cost, Token Usage, and Counterfactual Optimization Across Frontier Models
Quality-Adjusted Price Index
Cool spheres:
Spherical Codes
Cool paper-folding:
Origami Hardware

Popular repositories Loading

  1. digitaltwin digitaltwin Public

    38

  2. earthdata earthdata Public

    A comphrehensive list of datasets of Earth's satellite and aerial imagery.

    34 1

  3. shape-of-estimation shape-of-estimation Public

    Non-Euclidean geometry and statistical inference. A visual research laboratory for studying how statistical estimators behave when the geometry of the data, the observation model, or the data-gener…

    20

  4. writing writing Public

    I write research-driven essays on the intersection of AI infrastructure, geometry, and emerging technology. I usually combine quantitative examples and primary-source research to understand how mat…

    2

  5. githubpages githubpages Public

    My clone repository

    1

  6. fastecon fastecon Public

    A fast implementation for econ workflows

    R 1