conftrace_

parameter server

14 papers

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PS

Co-occurring keywords

distributed learning (563) distributed training (188) distributed machine learning (24) gradient aggregation (35) deep neural network (1803) communication efficiency (297) stochastic gradient descent (1091) random topology (1) packet drop (4) recommendation model (6)

Papers

Leveraging partial stragglers within gradient coding NIPS 2024
Accelerating Neural Recommendation Training with Embedding Scheduling NSDI 2024
THC: Accelerating Distributed Deep Learning Using Tensor Homomorphic Compression NSDI 2024
GBA: A Tuning-free Approach to Switch between Synchronous and Asynchronous Training for Recommendation Models NIPS 2022
A Unified Architecture for Accelerating Distributed DNN Training in Heterogeneous GPU/CPU Clusters OSDI 2020
Distributed Machine Learning through Heterogeneous Edge Systems AAAI 2020
Distributed Learning over Unreliable Networks ICML 2019
Scalable Distributed DL Training: Batching Communication and Computation AAAI 2019
Learning to Learn Gradient Aggregation by Gradient Descent IJCAI 2019
Accumulated Gradient Normalization ACML 2017
Model Accuracy and Runtime Tradeoff in Distributed Deep Learning: A Systematic Study IJCAI 2017
Asynchronous Distributed Variational Gaussian Process for Regression ICML 2017
Communication Efficient Distributed Machine Learning with the Parameter Server NIPS 2014
More Effective Distributed ML via a Stale Synchronous Parallel Parameter Server NIPS 2013