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Hi there 👋

I am Haimeng Zhao (赵海萌), an undergraduate of physics at Tsinghua University.

My research interests include:

  • AI for Science, especially Physics & Astrophysics
    • I developed MAGIC, a machine learning pipeline for microlensing analysis with realistic data quality.
  • Quantum Information, Algorithms & Machine Learning
    • I studied quantum generative learning, and designed a variational qPCA running backwards as a generative model: G-qPCA.
    • I studied the non-IID quagmire in quantum federated learning, and proposed an alternative called quantum federated inference.
  • Quantum Many-body Physics, Theory & Computation
    • I'm actively learning about both the theoretical and computational aspects of condensed matter physics.
  • Machine Learning Stuff

Haimeng Zhao's Projects

cae icon cae

Lossy Image Compression with Compressive Autoencoders

cae-admm icon cae-admm

CAE-ADMM: Implicit Bitrate Optimization via ADMM-Based Pruning in Compressive Autoencoders

computational-qm icon computational-qm

code for a course on computational quantum mechanics: ED, DMRG, MPS, iTEBD, MCMC & Normalizing Flow

dl4csrc icon dl4csrc

Hitchhiker's Guide to Deep Learning for Computational Scientists

full-cov-mdn icon full-cov-mdn

Mixture Density Network in PyTorch with full covariance support.

g-qpca icon g-qpca

Quantum Principal Component Analysis (QPCA) as a generative model

gettorbrowser icon gettorbrowser

This is a repository to provide links for downloading Tor Browser from Github.

hugo-academic icon hugo-academic

📝 The website builder for Hugo. Build and deploy a beautiful website in minutes!

juno-reconstruction icon juno-reconstruction

Neutrino energy reconstruction program in Jiangmen Underground Neutrino Observatory (JUNO) using statistical inference and machine learning techniques.

juno-simulation icon juno-simulation

Simulation program of physical processes in Jiangmen Underground Neutrino Observatory (JUNO).

latex-alpha2 icon latex-alpha2

LaTeX package that embeds and executes Wolfram Language (Mathematica) codes inside LaTeX documents

magic-microlensing icon magic-microlensing

MAGIC: Microlensing Analysis Guided by Intelligent Computation. A PyTorch framework for automatic analysis of realistic microlensing light curves.

mongeampereflow icon mongeampereflow

Continuous-time gradient flow for generative modeling and variational inference

netket icon netket

Machine learning algorithms for many-body quantum systems

pdf2htmlex icon pdf2htmlex

Convert PDF to HTML without losing text or format.

quantum-fed-infer icon quantum-fed-infer

A quantum machine learning algorithm for quantum non-IID federated learning

simple icon simple

A static blog generator with a single static page

tensorflow icon tensorflow

Computation using data flow graphs for scalable machine learning

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