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cs.LG2022★ 8 cited
Survey on Large Scale Neural Network Training
Julia Gusak, Daria Cherniuk, Alena Shilova +8
Modern Deep Neural Networks (DNNs) require significant memory to store weight, activations, and other intermediate tensors during training. Hence, many models do not fit one GPU de…
cs.DC2022
I/O-Optimal Algorithms for Symmetric Linear Algebra Kernels
Olivier Beaumont, Lionel Eyraud-Dubois, Mathieu Vérité +1
In this paper, we consider two fundamental symmetric kernels in linear algebra: the Cholesky factorization and the symmetric rank- update (SYRK), with the classical three nested…