← Keywords

distributed learning

563 papers

Explore in graph

Also known as

DL-DCL DML

Co-occurring keywords

federated learning (1320) stochastic gradient descent (1088) communication efficiency (297) distributed optimization (275) stochastic optimization (1060) decentralized optimization (113) communication complexity (99) distributed training (187) gradient compression (78) gradient descent (1143)

Papers

WASP: Scalable Bayes via barycenters of subset posteriors AISTATS 2015
Divide and Conquer Kernel Ridge Regression: A Distributed Algorithm with Minimax Optimal Rates JMLR 2015
Deep learning with Elastic Averaging SGD NIPS 2015
Asynchronous Parallel Stochastic Gradient for Nonconvex Optimization NIPS 2015
Delay-Tolerant Algorithms for Asynchronous Distributed Online Learning NIPS 2014
Fugue: Slow-Worker-Agnostic Distributed Learning for Big Models on Big Data AISTATS 2014
Efficient Distributed Topic Modeling with Provable Guarantees AISTATS 2014
Distributed Estimation, Information Loss and Exponential Families NIPS 2014
A Reliable Effective Terascale Linear Learning System JMLR 2014
Scalable and Robust Bayesian Inference via the Median Posterior ICML 2014
Active Learning and Best-Response Dynamics NIPS 2014
Communication Efficient Distributed Machine Learning with the Parameter Server NIPS 2014
On Model Parallelization and Scheduling Strategies for Distributed Machine Learning NIPS 2014
Fundamental Limits of Online and Distributed Algorithms for Statistical Learning and Estimation NIPS 2014
Distributed Bayesian Posterior Sampling via Moment Sharing NIPS 2014
Distributed Learning of Gaussian Graphical Models via Marginal Likelihoods AISTATS 2013
Divide and Conquer Kernel Ridge Regression COLT 2013
Information-theoretic lower bounds for distributed statistical estimation with communication constraints NIPS 2013
Optimistic Concurrency Control for Distributed Unsupervised Learning NIPS 2013
More Effective Distributed ML via a Stale Synchronous Parallel Parameter Server NIPS 2013
Large Scale Distributed Sparse Precision Estimation NIPS 2013
Distributed Exploration in Multi-Armed Bandits NIPS 2013
Efficient Distributed Linear Classification Algorithms via the Alternating Direction Method of Multipliers AISTATS 2012
Distributed Learning, Communication Complexity and Privacy COLT 2012
A Differentially Private Stochastic Gradient Descent Algorithm for Multiparty Classification AISTATS 2012