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

TernGrad: Ternary Gradients to Reduce Communication in Distributed Deep Learning NIPS 2017
Efficient Distributed Learning with Sparsity ICML 2017
Distributed Mean Estimation with Limited Communication ICML 2017
Can Decentralized Algorithms Outperform Centralized Algorithms? A Case Study for Decentralized Parallel Stochastic Gradient Descent NIPS 2017
Communication-efficient Algorithms for Distributed Stochastic Principal Component Analysis ICML 2017
Communication-efficient Sparse Regression JMLR 2017
Communication-Efficient Learning of Deep Networks from Decentralized Data AISTATS 2017
Memory and Communication Efficient Distributed Stochastic Optimization with Minibatch Prox COLT 2017
QSGD: Communication-Efficient SGD via Gradient Quantization and Encoding NIPS 2017
Communication Efficient Distributed Agnostic Boosting AISTATS 2016
Feature-distributed sparse regression: a screen-and-clean approach NIPS 2016
Deep learning with Elastic Averaging SGD NIPS 2015
Adding vs. Averaging in Distributed Primal-Dual Optimization ICML 2015
DiSCO: Distributed Optimization for Self-Concordant Empirical Loss ICML 2015
Communication-Efficient Distributed Optimization using an Approximate Newton-type Method ICML 2014
Communication Efficient Distributed Machine Learning with the Parameter Server NIPS 2014
Communication-Efficient Distributed Dual Coordinate Ascent NIPS 2014
Trading Computation for Communication: Distributed Stochastic Dual Coordinate Ascent NIPS 2013
Distributed Exploration in Multi-Armed Bandits NIPS 2013
Protocols for Learning Classifiers on Distributed Data AISTATS 2012
Distributed Non-Stochastic Experts NIPS 2012
Inference and communication in the game of Password NIPS 2010