Straggler-resilient federated learning: Leveraging the interplay between statistical accuracy and system heterogeneity A Reisizadeh, I Tziotis, H Hassani, A Mokhtari, R Pedarsani IEEE Journal on Selected Areas in Information Theory 3 (2), 197-205, 2022 | 115 | 2022 |
The power of adaptivity in sgd: Self-tuning step sizes with unbounded gradients and affine variance M Faw, I Tziotis, C Caramanis, A Mokhtari, S Shakkottai, R Ward Conference on Learning Theory, 313-355, 2022 | 56 | 2022 |
Straggler-resilient personalized federated learning I Tziotis, Z Shen, R Pedarsani, H Hassani, A Mokhtari Transactions on Machine Learning Research, 2022 | 12 | 2022 |
Second order optimality in decentralized non-convex optimization via perturbed gradient tracking I Tziotis, C Caramanis, A Mokhtari Advances in Neural Information Processing Systems 33, 21162-21173, 2020 | 8 | 2020 |
Adaptive node participation for straggler-resilient federated learning A Reisizadeh, I Tziotis, H Hassani, A Mokhtari, R Pedarsani ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and …, 2022 | 5 | 2022 |
Enhancing optimization algorithms for non-convex settings: federated and decentralized learning I Tziotis | | 2024 |