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
- I implemented a full covariance version of the mixture density network / gaussian mixture model