communication efficiency

Cooperative SGD: A Unified Framework for the Design and Analysis of Local-Update SGD Algorithms JMLR 2021 DecentLaM: Decentralized Momentum SGD for Large-Batch Deep Training ICCV 2021 Differentially Private and Communication Efficient Collaborative Learning AAAI 2021 Distributed Nyström Kernel Learning with Communications ICML 2021 DRIVE: One-bit Distributed Mean Estimation NeurIPS 2021 Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation EMNLP 2021 Elastic Consistency: A Practical Consistency Model for Distributed Stochastic Gradient Descent AAAI 2021 Error Compensated Distributed SGD Can Be Accelerated NeurIPS 2021 ErrorCompensatedX: error compensation for variance reduced algorithms NeurIPS 2021 Escaping Saddle Points with Compressed SGD NeurIPS 2021 Federated Learning with Compression: Unified Analysis and Sharp Guarantees AISTATS 2021 Federated Learning with Dynamic Transformer for Text to Speech Interspeech 2021 Federated Learning with Sparsification-Amplified Privacy and Adaptive Optimization IJCAI 2021 Few-Round Learning for Federated Learning NeurIPS 2021 HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients ICLR 2021 H-FL: A Hierarchical Communication-Efficient and Privacy-Protected Architecture for Federated Learning IJCAI 2021 LENA: Communication-Efficient Distributed Learning with Self-Triggered Gradient Uploads AISTATS 2021 Leveraging Spatial and Temporal Correlations in Sparsified Mean Estimation NeurIPS 2021 Linear Regression over Networks with Communication Guarantees L4DC 2021 LocalNewton: Reducing communication rounds for distributed learning UAI 2021 Local Stochastic Gradient Descent Ascent: Convergence Analysis and Communication Efficiency AISTATS 2021 Lossless Compression of Efficient Private Local Randomizers ICML 2021 Moshpit SGD: Communication-Efficient Decentralized Training on Heterogeneous Unreliable Devices NeurIPS 2021 NUQSGD: Provably Communication-efficient Data-parallel SGD via Nonuniform Quantization JMLR 2021 One-Round Communication Efficient Distributed M-Estimation AISTATS 2021