Research

Publications

Selected research papers by Ruocheng Wang. Browse the papers, follow official publication links, or download citations in BibTeX format.

6 publications

Nature Machine Intelligence · 2026

Quantum Neural Operators with Implicit Quadratic Frame and Expressivity Advantages

Ruocheng Wang^*, Xiaoqiu Zhong^*, Zhuo Xia, Junchi Yan

* These authors contributed equally.

Nature Machine Intelligence 8, 1371–1380

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@article{wang2026quantum,
  title={Quantum neural operators with implicit quadratic frame and expressivity advantages},
  author={Wang, Ruocheng and Zhong, Xiaoqiu and Xia, Zhuo and Yan, Junchi},
  journal={Nature Machine Intelligence},
  volume={8},
  pages={1371--1380},
  year={2026},
  doi={10.1038/s42256-026-01289-7},
  url={https://www.nature.com/articles/s42256-026-01289-7},
  note={Ruocheng Wang and Xiaoqiu Zhong contributed equally}
}

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IEEE TPAMI · 2026

AI-Empowered Quantum Circuit Synthesis and Compilation Optimization: Overview and Prospects

Ge Yan, Wenjie Wu, Yuheng Chen, Kaisen Pan, Xudong Lu, Zixiang Zhou, Yuhan Wang, Ruocheng Wang, Junchi Yan

IEEE Transactions on Pattern Analysis and Machine Intelligence 48(11), 14439–14459

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@article{yan2026aiempowered,
  title={{AI}-Empowered Quantum Circuit Synthesis and Compilation Optimization: Overview and Prospects},
  author={Yan, Ge and Wu, Wenjie and Chen, Yuheng and Pan, Kaisen and Lu, Xudong and Zhou, Zixiang and Wang, Yuhan and Wang, Ruocheng and Yan, Junchi},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  volume={48},
  number={11},
  pages={14439--14459},
  year={2026},
  doi={10.1109/TPAMI.2026.3715237},
  url={https://doi.org/10.1109/TPAMI.2026.3715237}
}

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ICML 2026 · Oral · 2026

CoEvol-NO: State and Coordinate Co-Evolution with an Error-Driven Predictor-Corrector Paradigm for Neural Operator Transformer

Jianqiao Zeng, Ruocheng Wang, Yanzhi Liu, Hao Xiong, Junchi Yan

Proceedings of the 43rd International Conference on Machine Learning 306, 153614–153640 (Oral)

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@inproceedings{pmlr-v306-zeng26r,
  title={{C}o{E}vol-{NO}: State and Coordinate Co-Evolution with an Error-Driven Predictor-Corrector Paradigm for Neural Operator Transformer},
  author={Zeng, Jianqiao and Wang, Ruocheng and Liu, Yanzhi and Xiong, Hao and Yan, Junchi},
  booktitle={Proceedings of the 43rd International Conference on Machine Learning},
  pages={153614--153640},
  year={2026},
  volume={306},
  series={Proceedings of Machine Learning Research},
  publisher={PMLR},
  url={https://proceedings.mlr.press/v306/zeng26r.html}
}

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ICML 2025 · 2025

QuanONet: Quantum Neural Operator with Application to Differential Equation

Ruocheng Wang, Zhuo Xia, Ge Yan, Junchi Yan

Proceedings of the 42nd International Conference on Machine Learning 267, 64955–64975

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@inproceedings{pmlr-v267-wang25dq,
  title={{Q}uan{ON}et: Quantum Neural Operator with Application to Differential Equation},
  author={Wang, Ruocheng and Xia, Zhuo and Yan, Ge and Yan, Junchi},
  booktitle={Proceedings of the 42nd International Conference on Machine Learning},
  pages={64955--64975},
  year={2025},
  volume={267},
  series={Proceedings of Machine Learning Research},
  publisher={PMLR},
  url={https://proceedings.mlr.press/v267/wang25dq.html}
}

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NeurIPS 2024 · 2024

Rethinking Parity Check Enhanced Symmetry-Preserving Ansatz

Ge Yan, Mengfei Ran, Ruocheng Wang, Kaiseng Pan, Junchi Yan

Advances in Neural Information Processing Systems 37, 65020–65047

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@inproceedings{NEURIPS2024_7798f18a,
  title={Rethinking Parity Check Enhanced Symmetry-Preserving Ansatz},
  author={Yan, Ge and Ran, Mengfei and Wang, Ruocheng and Pan, Kaiseng and Yan, Junchi},
  booktitle={Advances in Neural Information Processing Systems},
  volume={37},
  pages={65020--65047},
  year={2024},
  publisher={Curran Associates, Inc.},
  doi={10.52202/079017-2076},
  url={https://proceedings.neurips.cc/paper_files/paper/2024/hash/7798f18a1e91aff7ad1df4841d6a01a8-Abstract-Conference.html}
}

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Physics of Plasmas · 2024

Non-Equilibrium and Self-Organization Evolution in Hot-Spot Ignition Processes

Xuanye Fu^*, Ziyang Guo^*, Qiheng Wang^*, Ruocheng Wang^*, Dong Wu, Jie Zhang

* These authors contributed equally.

Physics of Plasmas 31(7), 072710

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@article{fu2024non,
  title={Non-Equilibrium and Self-Organization Evolution in Hot-Spot Ignition Processes},
  author={Fu, X.-Y. and Guo, Z.-Y. and Wang, Q.-H. and Wang, R.-C. and Wu, D. and Zhang, J.},
  journal={Physics of Plasmas},
  volume={31},
  number={7},
  pages={072710},
  year={2024},
  doi={10.1063/5.0211691},
  url={https://doi.org/10.1063/5.0211691}
}

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