Publications

2026

1. SC ’26

   MakoXC: Rearchitecting DFT Exchange–Correlation with Matrix-Aligned and Knowledge-Organized Sparsity

   Haozhi Han, Fusong Ju, Jing Bai, Ruge Zhang, Xiang Zhao, Liang Yuan, Yunquan Zhang, Ting Cao, Liu Yunxin, Yifeng Chen, and Kun Li

   CCF-A

   In Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2026

   To appear

   Bib

   @inproceedings{makoxc2026sc,
     title = {MakoXC: Rearchitecting DFT Exchange–Correlation with Matrix-Aligned and Knowledge-Organized Sparsity},
     author = {Han, Haozhi and Ju, Fusong and Bai, Jing and Zhang, Ruge and Zhao, Xiang and Yuan, Liang and Zhang, Yunquan and Cao, Ting and Yunxin, Liu and Chen, Yifeng and Li, Kun},
     booktitle = {Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC)},
     year = {2026},
     rank = {CCF-A},
     note = {To appear}
   }

2025

1. SC ’25

   Matrix Is All You Need: Rearchitecting Quantum Chemistry to Scale on AI Accelerators

   Haozhi Han, Kun Li, Fusong Ju, Qi Li, Yifeng Chen, Yunquan Zhang, Ting Cao, and Mao Yang

   CCF-A

   In Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2025

   DOI Bib

   @inproceedings{matrix2025sc,
     title = {Matrix Is All You Need: Rearchitecting Quantum Chemistry to Scale on AI Accelerators},
     author = {Han, Haozhi and Li, Kun and Ju, Fusong and Li, Qi and Chen, Yifeng and Zhang, Yunquan and Cao, Ting and Yang, Mao},
     booktitle = {Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC)},
     year = {2025},
     doi = {10.1145/3712285.3759829},
     rank = {CCF-A}
   }

2. SC ’25

   SparStencil: Retargeting Sparse Tensor Cores to Scientific Stencil Computations via Structured Sparsity Transformation

   Qi Li, Kun Li, Haozhi Han, Liang Yuan, Junshi Chen, Yunquan Zhang, Yifeng Chen, Hong An, Ting Cao, and Mao Yang

   CCF-A🏆 Best Student Paper Award Finalist

   In Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2025

   DOI Bib

   @inproceedings{sparstencil2025sc,
     title = {SparStencil: Retargeting Sparse Tensor Cores to Scientific Stencil Computations via Structured Sparsity Transformation},
     author = {Li, Qi and Li, Kun and Han, Haozhi and Yuan, Liang and Chen, Junshi and Zhang, Yunquan and Chen, Yifeng and An, Hong and Cao, Ting and Yang, Mao},
     booktitle = {Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC)},
     year = {2025},
     doi = {10.1145/3712285.3759820},
     honor = {🏆 Best Student Paper Award Finalist},
     rank = {CCF-A}
   }

3. PPoPP ’25

   FlashFFTStencil: Bridging Fast Fourier Transforms to Memory-Efficient Stencil Computations on Tensor Core Units

   Haozhi Han, Kun Li, Wei Cui, Donglin Bai, Yiwei Zhang, Liang Yuan, Yifeng Chen, Yunquan Zhang, Ting Cao, and Mao Yang

   CCF-A

   In Proceedings of the 30th ACM SIGPLAN Annual Symposium on Principles and Practice of Parallel Programming (PPoPP), 2025

   DOI Bib

   @inproceedings{flashfftstencil2025ppopp,
     title = {FlashFFTStencil: Bridging Fast Fourier Transforms to Memory-Efficient Stencil Computations on Tensor Core Units},
     author = {Han, Haozhi and Li, Kun and Cui, Wei and Bai, Donglin and Zhang, Yiwei and Yuan, Liang and Chen, Yifeng and Zhang, Yunquan and Cao, Ting and Yang, Mao},
     booktitle = {Proceedings of the 30th ACM SIGPLAN Annual Symposium on Principles and Practice of Parallel Programming (PPoPP)},
     year = {2025},
     doi = {10.1145/3710848.3710897},
     rank = {CCF-A}
   }

4. PPoPP ’25

   Jigsaw: Toward Conflict-free Vectorized Stencil Computation by Tessellating Swizzled Registers

   Yiwei Zhang, Kun Li, Liang Yuan, Haozhi Han, Yunquan Zhang, Ting Cao, and Mao Yang

   CCF-A

   In Proceedings of the 30th ACM SIGPLAN Annual Symposium on Principles and Practice of Parallel Programming (PPoPP), 2025

   DOI
5. Preprint

   SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale

   Qi Li, Kun Li, Haozhi Han, Honghui Shang, Xinfu He, Yunquan Zhang, Hong An, Ting Cao, and Mao Yang

   arXiv preprint arXiv:2505.20094, 2025

   In review

   arXiv