publications | Rutwik Jain

2026

Minos: Systematically Classifying Performance and Power Characteristics of GPU Workloads on HPC Clusters

Rutwik Jain, Yiwei Jiang, Matthew D. Sinclair, and 1 more author

Proc. ACM Meas. Anal. Comput. Syst., May 2026

DOI Bib

@article{Minos-JainJiang,
  author = {Jain, Rutwik and Jiang, Yiwei and Sinclair, Matthew D. and Venkataraman, Shivaram},
  title = {Minos: Systematically Classifying Performance and Power Characteristics of GPU Workloads on HPC Clusters},
  year = {2026},
  issue_date = {June 2026},
  publisher = {Association for Computing Machinery},
  address = {New York, NY, USA},
  volume = {10},
  number = {2},
  url = {https://doi.org/10.1145/3805644},
  doi = {10.1145/3805644},
  journal = {Proc. ACM Meas. Anal. Comput. Syst.},
  month = may,
  articleno = {46},
  numpages = {27},
  keywords = {classification, gpgpu, hpc, power, performance},
  bibtex_show = true,
  selected = true
}

2025

Power Aware Dynamic Reallocation For Inference

Yiwei Jiang, Sangeeta Chowdhary, Nathaniel Morris, and 3 more authors

arXiv preprint, arXiv:2601.12241, 2025

arXiv Bib

@misc{jiang2026powerawaredynamicreallocation,
  title = {Power Aware Dynamic Reallocation For Inference},
  author = {Jiang, Yiwei and Chowdhary, Sangeeta and Morris, Nathaniel and Jain, Rutwik and Manne, Srilatha and Bayliss, Sam},
  year = {2025},
  eprint = {2601.12241},
  archivePrefix = {arXiv},
  primaryClass = {cs.DC},
  url = {https://arxiv.org/abs/2601.12241},
  bibtex_show = true
}

An MLCommons Scientific Benchmarks Ontology

Ben Hawks, Gregor von Laszewski, Matthew D. Sinclair, and 6 more authors

arXiv preprint, arXiv:2511.05614, 2025

arXiv Bib

@misc{hawks2025mlcommonsscientificbenchmarksontology,
  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},
  bibtex_show = true
}

AI Benchmark Democratization and Carpentry

Gregor von Laszewski, Wesley Brewer, Jeyan Thiyagalingam, and 28 more authors

arXiv preprint, arXiv:2512.11588, 2025

arXiv Bib

@misc{vonlaszewski2025aibenchmarkdemocratizationcarpentry,
  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},
  bibtex_show = true
}

2024

PAL: A Variability-Aware Policy for Scheduling ML Workloads in GPU Clusters

Rutwik Jain, Brandon Tran, Keting Chen, and 2 more authors

In Proceedings of the International Conference for High Performance Computing, Networking, Storage, and Analysis, Atlanta, GA, USA, 2024

DOI Bib PDF

@inproceedings{Jain-SC24-PAL,
  author = {Jain, Rutwik and Tran, Brandon and Chen, Keting and Sinclair, Matthew D. and Venkataraman, Shivaram},
  title = {PAL: A Variability-Aware Policy for Scheduling ML Workloads in GPU Clusters},
  year = {2024},
  isbn = {9798350352917},
  publisher = {IEEE Press},
  url = {https://doi.org/10.1109/SC41406.2024.00032},
  doi = {10.1109/SC41406.2024.00032},
  booktitle = {Proceedings of the International Conference for High Performance Computing, Networking, Storage, and Analysis},
  articleno = {26},
  numpages = {18},
  keywords = {Cluster Scheduling, GPGPU, Machine Learning, Performance Variability, Power Management},
  location = {Atlanta, GA, USA},
  bibtex_show = true,
  selected = true,
  series = {SC '24}
}

2023

Fifty Years of the International Symposium on Computer Architecture: A Data-Driven Retrospective

Matthew D. Sinclair, Parthasarathy Ranganathan, Gaurang Upasani, and 5 more authors

IEEE Micro, 2023

DOI Bib

@article{Sinclair-Micro23-ISCA,
  author = {Sinclair, Matthew D. and Ranganathan, Parthasarathy and Upasani, Gaurang and Sampson, Adrian and Patterson, David and Jain, Rutwik and Parthasarathy, Nidhi and Shah, Shaan},
  journal = {IEEE Micro},
  title = {Fifty Years of the International Symposium on Computer Architecture: A Data-Driven Retrospective},
  year = {2023},
  volume = {43},
  number = {6},
  pages = {109-124},
  keywords = {},
  doi = {10.1109/MM.2023.3324465},
  bibtex_show = true
}

2022

Not All GPUs Are Created Equal: Characterizing Variability in Large-Scale, Accelerator-Rich Systems

Prasoon Sinha, Akhil Guliani, Rutwik Jain, and 3 more authors

In SC22: International Conference for High Performance Computing, Networking, Storage and Analysis , Nov 2022

DOI Bib

@inproceedings{Sinha-SC22-GPUVar,
  author = {Sinha, Prasoon and Guliani, Akhil and Jain, Rutwik and Tran, Brandon and Sinclair, Matthew D. and Venkataraman, Shivaram},
  booktitle = { SC22: International Conference for High Performance Computing, Networking, Storage and Analysis },
  title = {{ Not All GPUs Are Created Equal: Characterizing Variability in Large-Scale, Accelerator-Rich Systems }},
  year = {2022},
  volume = {},
  issn = {},
  pages = {1-15},
  doi = {10.1109/SC41404.2022.00070},
  url = {https://doi.ieeecomputersociety.org/10.1109/SC41404.2022.00070},
  publisher = {IEEE Computer Society},
  address = {Los Alamitos, CA, USA},
  bibtex_show = true,
  selected = true,
  month = nov
}