communication efficiency

One-Shot Federated Learning: Theoretical Limits and Algorithms to Achieve Them JMLR 2021 On the Convergence of Communication-Efficient Local SGD for Federated Learning AAAI 2021 Personalized Federated Learning using Hypernetworks ICML 2021 SGD with low-dimensional gradients with applications to private and distributed learning UAI 2021 Shuffled Model of Differential Privacy in Federated Learning AISTATS 2021 Step-Ahead Error Feedback for Distributed Training with Compressed Gradient AAAI 2021 Wyner-Ziv Estimators: Efficient Distributed Mean Estimation with Side-Information AISTATS 2021 Adaptive Gradient Quantization for Data-Parallel SGD NeurIPS 2020 A Double Residual Compression Algorithm for Efficient Distributed Learning AISTATS 2020 Breaking the Communication-Privacy-Accuracy Trilemma NeurIPS 2020 Communication-Efficient Distributed Optimization in Networks with Gradient Tracking and Variance Reduction AISTATS 2020 Communication-Efficient Distributed Optimization in Networks with Gradient Tracking and Variance Reduction JMLR 2020 Communication-Efficient Distributed PCA by Riemannian Optimization ICML 2020 Communication-Efficient Distributed Stochastic AUC Maximization with Deep Neural Networks ICML 2020 CSER: Communication-efficient SGD with Error Reset NeurIPS 2020 DAve-QN: A Distributed Averaged Quasi-Newton Method with Local Superlinear Convergence Rate AISTATS 2020 DINO: Distributed Newton-Type Optimization Method ICML 2020 Distributed Newton Can Communicate Less and Resist Byzantine Workers NeurIPS 2020 Distributionally Robust Federated Averaging NeurIPS 2020 Don't Use Large Mini-batches, Use Local SGD ICLR 2020 D-SPIDER-SFO: A Decentralized Optimization Algorithm with Faster Convergence Rate for Nonconvex Problems AAAI 2020 Efficient Distributed Hessian Free Algorithm for Large-scale Empirical Risk Minimization via Accumulating Sample Strategy AISTATS 2020 Election Coding for Distributed Learning: Protecting SignSGD against Byzantine Attacks NeurIPS 2020 Fair Resource Allocation in Federated Learning ICLR 2020 FedBoost: A Communication-Efficient Algorithm for Federated Learning ICML 2020