Distributed Systems

Efficient Distributed Topic Modeling with Provable Guarantees AISTATS 2014 Fugue: Slow-Worker-Agnostic Distributed Learning for Big Models on Big Data AISTATS 2014 Fully Decentralized Task Swaps with Optimized Local Searching RSS 2014 Large-scale L-BFGS using MapReduce NeurIPS 2014 Median Selection Subset Aggregation for Parallel Inference NeurIPS 2014 Multi-Scale Spectral Decomposition of Massive Graphs NeurIPS 2014 On Communication Cost of Distributed Statistical Estimation and Dimensionality NeurIPS 2014 On Model Parallelization and Scheduling Strategies for Distributed Machine Learning NeurIPS 2014 Principal Component Analysis and Higher Correlations for Distributed Data COLT 2014 Scalable Methods for Nonnegative Matrix Factorizations of Near-separable Tall-and-skinny Matrices NeurIPS 2014 Analyzing Hogwild Parallel Gaussian Gibbs Sampling NeurIPS 2013 An Exact Decentralized Cooperative Navigation Algorithm for Acoustically Networked Underwater Vehicles with Robustness to Faulty Communication: Theory and Experiment RSS 2013 Distributed k-means and k-median Clustering on General Topologies NeurIPS 2013 Distributed Exploration in Multi-Armed Bandits NeurIPS 2013 Distributed Submodular Maximization: Identifying Representative Elements in Massive Data NeurIPS 2013 Information Consensus for Distributed Multi-target Tracking CVPR 2013 More Effective Distributed ML via a Stale Synchronous Parallel Parameter Server NeurIPS 2013 Optimistic Concurrency Control for Distributed Unsupervised Learning NeurIPS 2013 Robust Regression on MapReduce ICML 2013 Communication/Computation Tradeoffs in Consensus-Based Distributed Optimization NeurIPS 2012 Distributed Non-Stochastic Experts NeurIPS 2012 Multi-scale Hyper-time Hardware Emulation of Human Motor Nervous System Based on Spiking Neurons using FPGA NeurIPS 2012 Divide-and-Conquer Matrix Factorization NeurIPS 2011 Hogwild!: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent NeurIPS 2011 A VLSI Implementation of the Adaptive Exponential Integrate-and-Fire Neuron Model NeurIPS 2010