Ke Liao

Yale University

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I am a Postdoctoral Research Associate at Yale University working with Prof. Tianyu Zhu. My research focuses on the theoretical and algorithmic development for solving strongly correlated quantum many-body systems, bridging the gap between electronic structure theory and realistic materials modelling via quantum embedding.

I specialize in high-accuracy methods including Coupled Cluster, DMRG, and Transcorrelation theory. My work emphasizes the development of efficient algorithms that enable precise simulations of complex molecules and materials at the thermodynamic limit.

I am the developer of PyMES and am currently leading the development of PyTC, a high-performance framework for transcorrelated methods optimized for GPU acceleration via the JAX machine learning framework. PyTC is being finalized and will be released as an open-source project in the near future.

I earned my Ph.D. in Quantum Chemistry from the Max Planck Institute for Solid State Research (Stuttgart, Germany) under the joint supervision of Prof. Ali Alavi and Prof. Andreas Grüneis. Previously, I was a postdoctoral researcher at the California Institute of Technology with Prof. Garnet Chan and served as an external science consultant for ByteDance, applying machine learning to quantum chemical challenges.

selected publications

  1. Energy-Filtered Excited States and Real-Time Dynamics Served in a Contour Integral
    Ke Liao
    Sep 2024
  2. Towards Efficient and Accurate Ab Initio Solutions to Periodic Systems via Transcorrelation and Coupled Cluster Theory
    Ke Liao, Thomas Schraivogel, Hongjun Luo, and 2 more authors
    Phys. Rev. Research, Jul 2021
  3. Density Matrix Renormalization Group for Transcorrelated Hamiltonians: Ground and Excited States in Molecules
    Ke Liao, Huanchen Zhai, Evelin Martine Christlmaier, and 4 more authors
    J. Chem. Theory Comput., Mar 2023
  4. Applying the Coupled-Cluster Ansatz to Solids and Surfaces in the Thermodynamic Limit
    Thomas Gruber, Ke Liao, Theodoros Tsatsoulis, and 2 more authors
    Phys. Rev. X., May 2018
  5. Communication: Finite Size Correction in Periodic Coupled Cluster Theory Calculations of Solids
    Ke Liao, and Andreas Grüneis
    J. Chem. Phys., Oct 2016
  6. A Comparative Study Using State-of-the-Art Electronic Structure Theories on Solid Hydrogen Phases under High Pressures
    Ke Liao, Xin-Zheng Li, Ali Alavi, and 1 more author
    npj Comput. Mater., Dec 2019
  7. Unveiling Intrinsic Many-Body Complexity by Compressing Single-Body Triviality
    Ke Liao, Lexin Ding, and Christian Schilling
    Feb 2024