Beyond spectral gap: the role of the topology in decentralized learning

von Vogels, Thijs
Veröffentlicht in NeurIPS (36. : 2022 : New Orleans, La.; Online) 36th Conference on Neural Information Processing Systems (NeurIPS 2022 ; Volume 20 of 50 (2023)

PRACTICAL LOW-RANK COMMUNICATION COMPRESSION IN DECENTRALIZED DEEP LEARNING

von Vogels, Thijs
Veröffentlicht in NeurIPS (34. : 2020 : Online) 34th Conference on Neural Information Processing Systems (NeurIPS 2020) ; Volume 17 of 27 (2021)

POWERSGD: PRACTICAL LOW-RANK GRADIENT COMPRESSION FOR DISTRIBUTED OPTIMIZATION

von Vogels, Thijs
Veröffentlicht in NeurIPS (33. : 2019 : Vancouver, British Columbia) 32nd Conference on Neural Information Processing Systems (NeurIPS 2019) ; Volume 18 of 20 (2020)

RelaySum for Decentralized Deep Learning on Heterogeneous Data

von Vogels, Thijs
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 33 of 36 (2022)