Citing FastPGMΒΆ

If you find FastPGM useful, please consider citing our papers.

Fast-BNS in IPDPS 2022 Fast Parallel Bayesian Network Structure Learning:

@inproceedings{jiang2022fast,
  title={Fast Parallel Bayesian Network Structure Learning},
  author={Jiang, Jiantong and Wen, Zeyi and Mian, Ajmal},
  booktitle={2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS)},
  pages={617--627},
  year={2022}
}

Fast-BNS-v2 in TPDS (2024) Parallel and Distributed Bayesian Network Structure Learning:

@article{yang2024parallel,
  title={Parallel and Distributed Bayesian Network Structure Learning},
  author={Yang, Jian and Jiang, Jiantong and Wen, Zeyi and Mian, Ajmal},
  journal={IEEE Transactions on Parallel and Distributed Systems},
  year={2024},
  volume={35},
  number={4},
  pages={517-530}
}

Fast-BNI in PPoPP 2023 Fast Parallel Exact Inference on Bayesian Networks:

@inproceedings{jiang2023fast,
  title={Fast Parallel Exact Inference on Bayesian Networks},
  author={Jiang, Jiantong and Wen, Zeyi and Mansoor, Atif and Mian, Ajmal},
  booktitle={Proceedings of the 28th ACM SIGPLAN Annual Symposium on Principles and Practice of Parallel Programming},
  pages={425--426},
  year={2023}
}

Faster-BNI in TPDS (2024) Faster-BNI: Fast Parallel Exact Inference on Bayesian Networks:

@article{jiang2024faster,
  title={Faster-BNI: Fast Parallel Exact Inference on Bayesian Networks},
  author={Jiang, Jiantong and Wen, Zeyi and Mansoor, Atif and Mian, Ajmal},
  journal={IEEE Transactions on Parallel and Distributed Systems},
  year={2024},
  volume={35},
  number={8},
  pages={1444-1455}

Fast-PGM (inference only) in USENIX ATC 2024 Fast inference for probabilistic graphical models:

@inproceedings{jiang2024fast,
  title={Fast inference for probabilistic graphical models},
  author={Jiang, Jiantong and Wen, Zeyi and Mansoor, Atif and Mian, Ajmal},
  booktitle={2024 USENIX Annual Technical Conference (USENIX ATC 24)},
  pages={95--110},
  year={2024}
}

Fast-PGM (the library) Fast-PGM: Fast Probabilistic Graphical Model Learning and Inference:

@article{jiang2024fastpgm,
  title={Fast-PGM: Fast Probabilistic Graphical Model Learning and Inference},
  author={Jiang, Jiantong and Wen, Zeyi and Yang, Peiyu and Mansoor, Atif and Mian, Ajmal},
  journal={arXiv preprint arXiv:2405.15605},
  year={2024}
}