Publications

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Conference Paper
Nicolae, B., J. Li, J. M. Wozniak, G. Bosilca, M. Dorier, and F. Cappello, DeepFreeze: Towards Scalable Asynchronous Checkpointing of Deep Learning Models,” 20th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID), Melbourne, VIC, Australia, IEEE, May 2020. DOI: 10.1109/CCGrid49817.2020.00-76  (424.19 KB)
Li, J., B. Nicolae, J. M. Wozniak, and G. Bosilca, Understanding Scalability and Fine-Grain Parallelism of Synchronous Data Parallel Training,” 2019 IEEE/ACM Workshop on Machine Learning in High Performance Computing Environments (MLHPC), Denver, CO, IEEE, November 2019. DOI: 10.1109/MLHPC49564.2019.00006  (696.89 KB)