Straggler-Resilient Federated Learning: Leveraging the Interplay Between Statistical Accuracy and System Heterogeneity
Reisizadeh, Amirhossein, Tziotis, Isidoros, Hassani, Hamed, Mokhtari, Aryan, Pedarsani, Ramtin
Published in IEEE journal on selected areas in information theory (01.06.2022)
Published in IEEE journal on selected areas in information theory (01.06.2022)
Get full text
Journal Article
Adaptive Node Participation for Straggler-Resilient Federated Learning
Reisizadeh, Amirhossein, Tziotis, Isidoros, Hassani, Hamed, Mokhtari, Aryan, Pedarsani, Ramtin
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23.05.2022)
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23.05.2022)
Get full text
Conference Proceeding
Straggler-Resilient Personalized Federated Learning
Tziotis, Isidoros, Shen, Zebang, Pedarsani, Ramtin, Hassani, Hamed, Mokhtari, Aryan
Year of Publication 04.06.2022
Year of Publication 04.06.2022
Get full text
Journal Article
Straggler-Resilient Federated Learning: Leveraging the Interplay Between Statistical Accuracy and System Heterogeneity
Reisizadeh, Amirhossein, Tziotis, Isidoros, Hassani, Hamed, Mokhtari, Aryan, Pedarsani, Ramtin
Year of Publication 28.12.2020
Year of Publication 28.12.2020
Get full text
Journal Article
The Power of Adaptivity in SGD: Self-Tuning Step Sizes with Unbounded Gradients and Affine Variance
Faw, Matthew, Tziotis, Isidoros, Caramanis, Constantine, Mokhtari, Aryan, Shakkottai, Sanjay, Ward, Rachel
Year of Publication 11.02.2022
Year of Publication 11.02.2022
Get full text
Journal Article
Straggler-Resilient Personalized Federated Learning
Tziotis, Isidoros, Shen, Zebang, Pedarsani, Ramtin, Hassani, Hamed, Mokhtari, Aryan
Published in arXiv.org (05.06.2022)
Get full text
Published in arXiv.org (05.06.2022)
Paper