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# Research
- 2026 **Chiral water structures on the dolomite(104)-S surface enantiomer** — Paul Laubrock, Jonas Heggemann, Jie Huang, Adam S. Foster, and Philipp Rahe
  - Nano Lett. (2026) <a href="./_static/publications/2026_nanoletter.pdf" target="_blank" rel="noopener">[pdf]</a>
- 2026 **Improving atomic force microscopy structure discovery via style-translation** — Jie Huang, Niko Oinonen, Fabio Priante, Filippo Federici Canova, Lauri Kurki, Chen Xu, and Adam S. Foster
  -  npj Comput. Mater. (2026) <a href="https://github.com/SINGROUP/StyleTransAugment" target="_blank" rel="noopener">[code]</a> [[pdf](https://www.nature.com/articles/s41524-026-02243-2_reference.pdf)]
- 2026 **Dynamic disordering in discrete states: Disconnected hopping boosts anharmonicity in CuInP2S6** — Bowen Wang, Hejin Yan, Jie Huang, Xuefei Yan, Changmeng Huan, Johannes Lischner, Qingqing Ke, and Yongqing Cai
  - Sci. Adv. 12 (2026) eaee1289 <a href="./_static/publications/2026_sciadv.pdf" target="_blank" rel="noopener">[pdf]</a>
- 2025 **Mic-hackathon 2024: hackathon on machine learning for electron and scanning probe microscopy** — Utkarsh Pratiush et al
  - Mach. Learn.: Sci. Technol. 6 (2025) 040701 <a href="./_static/publications/2025_hackthon.pdf" target="_blank" rel="noopener">[pdf]</a>
- 2025 **Sidestepping Intermolecular Hydrogen Bonds: How Single Water Molecules Adsorb and Assemble on the Calcite (104)-(2x1) Surface** — Jonas Heggemann, Jie Huang, Simon Aeschlimann, Simon Spiller, Adam S Foster, and Philipp Rahe
  - ACS Nano 19 (2025) 26650 <a href="./_static/publications/2025_ACS_Nano.pdf" target="_blank" rel="noopener">[pdf]</a>  
- 2024 **Revisiting the thickness of the air-water interface from two extremes of interface hydrogen bond dynamics** — Gang Huang and Jie Huang
  - J. Chem. Theory Comput. 20 (2024) 9107 <a href="https://github.com/hg08/hb_ihb" target="_blank" rel="noopener">[code]</a> <a href="./_static/publications/2024_JCTC.pdf" target="_blank" rel="noopener">[pdf]</a>    
- 2024 **Mechanism of Interaction of Water above the Methylammonium Lead Iodide Perovskite Nanocluster: Size Effect and Water-Induced Defective States** — Jie Huang, Bowen Wang, Hejin Yan and Yongqing Cai
  - J. Phys. Chem. Lett. 15 (2024) 575 <a href="https://github.com/HuangJiaLian/MAPbI3-Water" target="_blank" rel="noopener">[code]</a> <a href="./_static/publications/2024_JPCL.pdf" target="_blank" rel="noopener">[pdf]</a>  
- 2022 **A machine learning model to classify dynamic processes in liquid water** — Jie Huang, Gang Huang, and Shiben Li
  - ChemPhysChem, 23 (2022) 42 <a href="./_static/publications/2021_CPC_cover.pdf" target="_blank" rel="noopener">[cover]</a> <a href="./_static/publications/2021_CPC.pdf" target="_blank" rel="noopener">[pdf]</a>  
- 2020 **Neural network model for structure factor of polymer systems** — Jie Huang, Shiben Li, Xinghua Zhang, and Gang Huang
  - J. Chem. Phys. 153 (2020) 124902 <a href="https://github.com/HuangJiaLian/NN_For_Structure_Factor" target="_blank" rel="noopener">[code]</a> <a href="./_static/publications/2020_JCP.pdf" target="_blank" rel="noopener">[pdf]</a>