Spremljaj
Nikoli Dryden
Naslov
Navedeno
Navedeno
Leto
Sparsity in Deep Learning: Pruning and growth for efficient inference and training in neural networks
T Hoefler, D Alistarh, T Ben-Nun, N Dryden, A Peste
Journal of Machine Learning Research 22, 1-124, 2021
8972021
Communication quantization for data-parallel training of deep neural networks
N Dryden, T Moon, SA Jacobs, B Van Essen
2016 2nd Workshop on machine learning in hpc environments (MLHPC), 1-8, 2016
2472016
Deep learning for post-processing ensemble weather forecasts
P Grönquist, C Yao, T Ben-Nun, N Dryden, P Dueben, S Li, T Hoefler
Philosophical Transactions of the Royal Society A 379 (2194), 20200092, 2021
1922021
Gluon: A communication-optimizing substrate for distributed heterogeneous graph analytics
R Dathathri, G Gill, L Hoang, HV Dang, A Brooks, N Dryden, M Snir, ...
Proceedings of the 39th ACM SIGPLAN conference on programming language …, 2018
1622018
Data movement is all you need: A case study on optimizing transformers
A Ivanov, N Dryden, T Ben-Nun, S Li, T Hoefler
Fourth Conference on Machine Learning and Systems, 2021
1562021
Clairvoyant Prefetching for Distributed Machine Learning I/O
N Dryden, R Böhringer, T Ben-Nun, T Hoefler
International Conference for High Performance Computing, Network, Storage …, 2021
692021
Improving strong-scaling of CNN training by exploiting finer-grained parallelism
N Dryden, N Maruyama, T Benson, T Moon, M Snir, B Van Essen
2019 IEEE International Parallel and Distributed Processing Symposium (IPDPS …, 2019
642019
Channel and filter parallelism for large-scale CNN training
N Dryden, N Maruyama, T Moon, T Benson, M Snir, B Van Essen
Proceedings of the International Conference for High Performance Computing …, 2019
572019
Aluminum: An asynchronous, GPU-aware communication library optimized for large-scale training of deep neural networks on HPC systems
N Dryden, N Maruyama, T Moon, T Benson, A Yoo, M Snir, B Van Essen
2018 IEEE/ACM Machine Learning in HPC Environments (MLHPC), 1-13, 2018
572018
The case for strong scaling in deep learning: Training large 3d cnns with hybrid parallelism
Y Oyama, N Maruyama, N Dryden, E McCarthy, P Harrington, J Balewski, ...
IEEE Transactions on Parallel and Distributed Systems 32 (7), 1641-1652, 2020
522020
Motif prediction with graph neural networks
M Besta, R Grob, C Miglioli, N Bernold, G Kwasniewski, G Gjini, ...
Proceedings of the 28th ACM SIGKDD conference on knowledge discovery and …, 2022
402022
Neural network based silent error detector
C Wang, N Dryden, F Cappello, M Snir
2018 IEEE International Conference on Cluster Computing (CLUSTER), 168-178, 2018
372018
Neural parameter allocation search
BA Plummer, N Dryden, J Frost, T Hoefler, K Saenko
International Conference on Learning Representations (ICLR), 2022
28*2022
A lightweight communication runtime for distributed graph analytics
HV Dang, R Dathathri, G Gill, A Brooks, N Dryden, A Lenharth, L Hoang, ...
2018 IEEE International Parallel and Distributed Processing Symposium (IPDPS …, 2018
282018
Ens-10: A dataset for post-processing ensemble weather forecasts
S Ashkboos, L Huang, N Dryden, T Ben-Nun, P Dueben, L Gianinazzi, ...
Advances in Neural Information Processing Systems 35, 21974-21987, 2022
272022
Neural graph databases
M Besta, P Iff, F Scheidl, K Osawa, N Dryden, M Podstawski, T Chen, ...
Learning on Graphs Conference, 31: 1-31: 38, 2022
212022
Towards scalable parallel training of deep neural networks
SA Jacobs, N Dryden, R Pearce, B Van Essen
Proceedings of the Machine Learning on HPC Environments, 1-9, 2017
202017
A data-centric optimization framework for machine learning
O Rausch, T Ben-Nun, N Dryden, A Ivanov, S Li, T Hoefler
Proceedings of the 36th ACM International Conference on Supercomputing, 1-13, 2022
192022
Learning combinatorial node labeling algorithms
L Gianinazzi, M Fries, N Dryden, T Ben-Nun, M Besta, T Hoefler
arXiv preprint arXiv:2106.03594, 2021
182021
Co-design center for exascale machine learning technologies (exalearn)
FJ Alexander, J Ang, JA Bilbrey, J Balewski, T Casey, R Chard, J Choi, ...
The International Journal of High Performance Computing Applications 35 (6 …, 2021
172021
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