Communication bounds for convolutional neural networks
Published in PASC '22: Proceedings of the Platform for Advanced Scientific Computing Conference, 2022
Convolutional neural networks (CNNs) are important in a wide variety of machine learning tasks and applications, so optimizing their performance is essential.
Recommended citation: Anthony Chen, James Demmel, Grace Dinh, Mason Haberle, and Olga Holtz. 2022. Communication bounds for convolutional neural networks. In Proceedings of the Platform for Advanced Scientific Computing Conference (PASC '22). Association for Computing Machinery, New York, NY, USA, Article 1, 1–10. https://dl.acm.org/doi/10.1145/3539781.3539784