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Senppoa/README.md

Kun Tang

Computational chemistry · Reactive MLIPs · AI for Science

Chemical Engineering PhD candidate at Dalian University of Technology · Expected 2027

I work at the intersection of quantum chemistry, reactive machine-learning potentials, and computer-aided molecular design. My focus is building reproducible workflows for transition-state search and organometallic catalyst design, connecting computational models with experimentally testable chemistry.

Email · Google Scholar · ORCID · GitHub

Research

  • Reactive MLIPs — model development, data generation, evaluation, and scientific workflow integration.
  • Transition-state search — automated TS initial guesses, optimization, IRC validation, and basin-aware screening.
  • Organometallic catalysis — mechanism-aware descriptors, ligand screening, and structure–activity analysis.

Selected publications

  • Reactive machine learning potential for accelerating transition state search in organic synthesis
    Nature Communications · 2026 · DOI

  • Accelerating Transition State Search and Ligand Screening for Organometallic Catalysis with Reactive Machine Learning Potential
    Journal of Chemical Theory and Computation · 2025 · DOI

  • GC-NORM-based thermodynamic framework for evaluations of organic reactions involving carbon dioxide utilization
    Chemical Engineering Science · 2023 · DOI

Tools & notes

Python · PyTorch · ASE · PySCF · Gaussian · ORCA · RDKit · Linux · Slurm · Git/GitHub

I also write code and research notes on AI for Science, molecular modelling, scientific software, and reliable computational chemistry workflows.

Pinned Loading

  1. RMLP-for-OMCat RMLP-for-OMCat Public

    The initial guess of the transition state structures and the RMLP-driven transition state optimization source code mentioned in the "Accelerating Transition State Search and Ligand Screening for Or…

    HTML 10

  2. kaipai-ren/DeePEST-OS kaipai-ren/DeePEST-OS Public

    Generic Machine Learning Potential for Accelerating Transition State Search in Organic Synthesis.

    18 2

  3. Gauoptimizer-MLPs-interface Gauoptimizer-MLPs-interface Public

    A python interface for using MLIPs as calculators in Gaussian optimization workflows.

    Python 2

  4. QMint QMint Public

    Quantum-chemistry interfaces for machine-learning interatomic potentials

    Python 1 1

  5. multi-gau_xtb multi-gau_xtb Public

    Multi-tasking version of gau_xtb of Sobereva (http://sobereva.com/soft/gau_xtb)

    Shell 2

  6. GOX-Convert GOX-Convert Public

    Gaussian & ORCA File Format Converter

    Python