Selected Publications

More refernces can be found at the Publications Page

    1. von Laszewski, G., Brewer, W., Thiyagalingam, J., Papay, J., Foundjem, A., Luszczek, P., Emani, M., Moore, S. V., Reddi, V. J., Sinclair, M. D., Lobentanzer, S., Goswami, S., Hawks, B., Colombo, M., Tran, N., Kirkpatrick, C. R., Alsudais, A., Barrett, G., Li, T., … Fox, G. C. (2025). AI Benchmark Democratization and Carpentry. https://arxiv.org/abs/2512.11588
      [URL]
      [BibTeX] 
      @misc{las-2025-aibenchmarkdemocratizationcarpentry,
  keywords = {mlcommons},
  title = {AI Benchmark Democratization and Carpentry},
  author = {von Laszewski, Gregor and Brewer, Wesley and Thiyagalingam, Jeyan and Papay, Juri and Foundjem, Armstrong and Luszczek, Piotr and Emani, Murali and Moore, Shirley V. and Reddi, Vijay Janapa and Sinclair, Matthew D. and Lobentanzer, Sebastian and Goswami, Sujata and Hawks, Benjamin and Colombo, Marco and Tran, Nhan and Kirkpatrick, Christine R. and Alsudais, Abdulkareem and Barrett, Gregg and Li, Tianhao and Morehouse, Kirsten and Venkataraman, Shivaram and Jain, Rutwik and Mathur, Kartik and Lu, Victor and Singh, Tejinder and Mirza, Khojasteh Z. and Chen, Kongtao and Kunapuli, Sasidhar and Farrell, Gavin and Umeton, Renato and Fox, Geoffrey C.},
  year = {2025},
  eprint = {2512.11588},
  archiveprefix = {arXiv},
  primaryclass = {cs.AI},
  url = {https://arxiv.org/abs/2512.11588}
}
    2. Hawks, B., von Laszewski, G., Sinclair, M. D., Colombo, M., Venkataraman, S., Jain, R., Jiang, Y., Tran, N., & Fox, G. (2025). An MLCommons Scientific Benchmarks Ontology. https://arxiv.org/abs/2511.05614
      [URL]
      [BibTeX] 
      @misc{las-2025-mlcommonsscientificbenchmarksontology,
  keywords = {mlcommons},
  title = {An MLCommons Scientific Benchmarks Ontology},
  author = {Hawks, Ben and von Laszewski, Gregor and Sinclair, Matthew D. and Colombo, Marco and Venkataraman, Shivaram and Jain, Rutwik and Jiang, Yiwei and Tran, Nhan and Fox, Geoffrey},
  year = {2025},
  eprint = {2511.05614},
  archiveprefix = {arXiv},
  primaryclass = {cs.LG},
  url = {https://arxiv.org/abs/2511.05614}
}
    3. Chennamsetti, V., von Laszewski, G., Gu, R., Mehnaz, L., Papay, J., Jackson, S., Thiyagalingam, J., Samsonau, S. V., & Fox, G. C. (2024). MLCommons Cloud Masking Benchmark with Early Stopping. https://arxiv.org/abs/2401.08636
      [URL]
      [BibTeX] 
      @misc{las-2024-cloudmasking-b,
  keywords = {mlcommons},
  title = {MLCommons Cloud Masking Benchmark with Early Stopping},
  author = {Chennamsetti, Varshitha and von Laszewski, Gregor and Gu, Ruochen and Mehnaz, Laiba and Papay, Juri and Jackson, Samuel and Thiyagalingam, Jeyan and Samsonau, Sergey V. and Fox, Geoffrey C.},
  year = {2024},
  eprint = {2401.08636},
  archiveprefix = {arXiv},
  primaryclass = {cs.DC},
  url = {https://arxiv.org/abs/2401.08636}
}
    4. von Laszewski, G., Fleischer, J. P., Fox, G. C., Papay, J., Jackson, S., & Thiyagalingam, J. (2023, October). Templated Hybrid Reusable Computational Analytics Workflow Management with Cloudmesh, Applied to the Deep Learning MLCommons Cloudmask Application. EScience’23. https://github.com/cyberaide/paper-cloudmesh-cc-ieee-5-pages/raw/main/vonLaszewski-cloudmesh-cc.pdf
      [URL]
      [BibTeX] 
      @inproceedings{las-2023-escience,
  keywords = {mlcommons},
  author = {von Laszewski, Gregor and Fleischer, J.P. and Fox, Geoffrey C. and Papay, Juri and Jackson, Sam and Thiyagalingam, Jeyan},
  title = {Templated Hybrid Reusable Computational Analytics Workflow Management with Cloudmesh, Applied to the Deep Learning MLCommons Cloudmask Application},
  booktitle = {eScience'23},
  year = {2023},
  month = oct,
  address = {Limassol, Cyprus},
  organization = {Second Workshop on Reproducible Workflows, Data, and Security (ReWorDS 2022)},
  url = {https://github.com/cyberaide/paper-cloudmesh-cc-ieee-5-pages/raw/main/vonLaszewski-cloudmesh-cc.pdf}
}
    5. von Laszewski, G., & Gu, R. (2023). An Overview of MLCommons Cloud Mask Benchmark: Related Research and Data. https://arxiv.org/abs/2312.04799
      [URL]
      [BibTeX] 
      @misc{las-2023-overview-cloudmask,
  keywords = {mlcommons},
  title = {An Overview of MLCommons Cloud Mask Benchmark: Related Research and Data},
  author = {von Laszewski, Gregor and Gu, Ruochen},
  year = {2023},
  eprint = {2312.04799},
  archiveprefix = {arXiv},
  primaryclass = {cs.DC},
  url = {https://arxiv.org/abs/2312.04799}
}
    6. Thiyagalingam, J., von Laszewski, G., Yin, J., Emani, M., Papay, J., Barrett, G., Luszczek, P., Tsaris, A., Kirkpatrick, C., Wang, F., Gibbs, T., Vishwanath, V., Shankar, M., Fox, G., & Hey, T. (2022). AI Benchmarking for Science: Efforts from the MLCommons Science Working Group. In H. Anzt, A. Bienz, P. Luszczek, & M. Baboulin (Eds.), High Performance Computing. ISC High Performance 2022 International Workshops (pp. 47–64). Springer International Publishing. https://github.com/cyberaide/paper-mlcommons-science/blob/main/vonLaszewski-mlcommons-paper.pdf
      [URL]
      [BibTeX] 
      @inproceedings{las-22-mlcommons,
  keywords = {mlcommons},
  author = {Thiyagalingam, Jeyan and von Laszewski, Gregor and Yin, Junqi and Emani, Murali and Papay, Juri and Barrett, Gregg and Luszczek, Piotr and Tsaris, Aristeidis and Kirkpatrick, Christine and Wang, Feiyi and Gibbs, Tom and Vishwanath, Venkatram and Shankar, Mallikarjun and Fox, Geoffrey and Hey, Tony},
  editor = {Anzt, Hartwig and Bienz, Amanda and Luszczek, Piotr and Baboulin, Marc},
  title = {AI Benchmarking for Science: Efforts from the MLCommons Science Working Group},
  booktitle = {High Performance Computing. ISC High Performance 2022 International Workshops},
  year = {2022},
  publisher = {Springer International Publishing},
  address = {Cham},
  pages = {47--64},
  isbn = {978-3-031-23220-6},
  url = {https://github.com/cyberaide/paper-mlcommons-science/blob/main/vonLaszewski-mlcommons-paper.pdf}
}
    7. von Laszewski, G. (1993). A collection of graph partitioning algorithms. Citeseer. https://laszewski.github.io/papers/sccs-0477.pdf
      [URL]
      [BibTeX] 
      @techreport{las-1993-collection,
  keywords = {mlcommons},
  author = {von Laszewski, Gregor},
  institution = {Citeseer},
  title = {{A collection of graph partitioning algorithms}},
  year = {1993},
  url = {https://laszewski.github.io/papers/sccs-0477.pdf},
  urlother = {https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.45.1084&rep=rep1&type=pdf}
}