conftrace_

communication efficiency

297 papers

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Co-occurring keywords

federated learning (1333) distributed learning (563) distributed optimization (275) stochastic gradient descent (1091) model compression (3302) gradient compression (78) distributed training (188) stochastic optimization (1060) differential privacy (1016) decentralized learning (103)

Papers

Local Stochastic Gradient Descent Ascent: Convergence Analysis and Communication Efficiency AISTATS 2021
Communication Efficient Primal-Dual Algorithm for Nonconvex Nonsmooth Distributed Optimization AISTATS 2021
One-Round Communication Efficient Distributed M-Estimation AISTATS 2021
LENA: Communication-Efficient Distributed Learning with Self-Triggered Gradient Uploads AISTATS 2021
NUQSGD: Provably Communication-efficient Data-parallel SGD via Nonuniform Quantization JMLR 2021
Accelerating Gossip SGD with Periodic Global Averaging ICML 2021
Personalized Federated Learning using Hypernetworks ICML 2021
Lossless Compression of Efficient Private Local Randomizers ICML 2021
One-Shot Federated Learning: Theoretical Limits and Algorithms to Achieve Them JMLR 2021
Communication-Aware Collaborative Learning AAAI 2021
Differentially Private and Communication Efficient Collaborative Learning AAAI 2021
ErrorCompensatedX: error compensation for variance reduced algorithms NIPS 2021
Wyner-Ziv Estimators: Efficient Distributed Mean Estimation with Side-Information AISTATS 2021
Moshpit SGD: Communication-Efficient Decentralized Training on Heterogeneous Unreliable Devices NIPS 2021
Few-Round Learning for Federated Learning NIPS 2021
Shuffled Model of Differential Privacy in Federated Learning AISTATS 2021
Communication-Efficient Agnostic Federated Averaging INTERSPEECH 2021
Communication-Efficient Frank-Wolfe Algorithm for Nonconvex Decentralized Distributed Learning AAAI 2021
Linear Regression over Networks with Communication Guarantees L4DC 2021
Federated Learning with Compression: Unified Analysis and Sharp Guarantees AISTATS 2021
Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation EMNLP 2021
Communication Efficient SGD via Gradient Sampling With Bayes Prior CVPR 2021
Federated Learning with Sparsification-Amplified Privacy and Adaptive Optimization IJCAI 2021
Communication-Efficient Distributed SVD via Local Power Iterations ICML 2021
Distributed Nyström Kernel Learning with Communications ICML 2021